WO2017036066A1 - 用于对无线接入点进行画像分析的方法与设备 - Google Patents

用于对无线接入点进行画像分析的方法与设备 Download PDF

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Publication number
WO2017036066A1
WO2017036066A1 PCT/CN2016/070681 CN2016070681W WO2017036066A1 WO 2017036066 A1 WO2017036066 A1 WO 2017036066A1 CN 2016070681 W CN2016070681 W CN 2016070681W WO 2017036066 A1 WO2017036066 A1 WO 2017036066A1
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WO
WIPO (PCT)
Prior art keywords
access point
information
wireless access
portrait
provider
Prior art date
Application number
PCT/CN2016/070681
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English (en)
French (fr)
Inventor
王�琦
杨晖
Original Assignee
上海连尚网络科技有限公司
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 上海连尚网络科技有限公司 filed Critical 上海连尚网络科技有限公司
Priority to MYPI2018700600A priority Critical patent/MY189365A/en
Publication of WO2017036066A1 publication Critical patent/WO2017036066A1/zh
Priority to US15/907,308 priority patent/US10499322B2/en

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W48/00Access restriction; Network selection; Access point selection
    • H04W48/16Discovering, processing access restriction or access information
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/2866Architectures; Arrangements
    • H04L67/30Profiles
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W88/00Devices specially adapted for wireless communication networks, e.g. terminals, base stations or access point devices
    • H04W88/08Access point devices
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L2101/00Indexing scheme associated with group H04L61/00
    • H04L2101/30Types of network names
    • H04L2101/375Access point names [APN]
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/10Network architectures or network communication protocols for network security for controlling access to devices or network resources
    • H04L63/102Entity profiles
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W12/00Security arrangements; Authentication; Protecting privacy or anonymity
    • H04W12/60Context-dependent security
    • H04W12/69Identity-dependent
    • H04W12/73Access point logical identity
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W36/00Hand-off or reselection arrangements
    • H04W36/0005Control or signalling for completing the hand-off
    • H04W36/0055Transmission or use of information for re-establishing the radio link
    • H04W36/0072Transmission or use of information for re-establishing the radio link of resource information of target access point
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W36/00Hand-off or reselection arrangements
    • H04W36/0005Control or signalling for completing the hand-off
    • H04W36/0055Transmission or use of information for re-establishing the radio link
    • H04W36/0077Transmission or use of information for re-establishing the radio link of access information of target access point
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W48/00Access restriction; Network selection; Access point selection
    • H04W48/02Access restriction performed under specific conditions
    • H04W48/06Access restriction performed under specific conditions based on traffic conditions
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W84/00Network topologies
    • H04W84/02Hierarchically pre-organised networks, e.g. paging networks, cellular networks, WLAN [Wireless Local Area Network] or WLL [Wireless Local Loop]
    • H04W84/10Small scale networks; Flat hierarchical networks
    • H04W84/12WLAN [Wireless Local Area Networks]

Definitions

  • the present invention relates to the field of computers, and in particular, to a technique for performing portrait analysis on a wireless access point.
  • a terminal device can obtain only a small amount of related information of a wireless access point through a wireless access point of the access device, for example, SSID (Service Set Identifier) information of the wireless access point, and MAC (Media Access) Control or Medium Access Control) address information, etc.
  • SSID Service Set Identifier
  • MAC Media Access Control or Medium Access Control
  • wireless access point As the way to access the network through the wireless access point becomes more and more popular, more and more wireless access points will be available for users to access in the same time and space. Accordingly, the user will generate a target. Diversified needs of wireless access points, for example, users need to access the most preferred or most suitable wireless access point, and the user needs the wireless access point to provide merchandise, service offer information, etc. about its provider.
  • a method for performing portrait analysis on a wireless access point includes:
  • an image analysis for a wireless access point Device wherein the device includes:
  • a first device configured to acquire information about an access point of a wireless access point
  • a second device configured to determine image information of the wireless access point according to the access point related information.
  • the present application obtains access point related information of a wireless access point, for example, historical connection related information of a wireless access point, provider related information of a wireless access point, etc., according to the access.
  • Point-related information determining the image information of the wireless access point; thereby enabling the wireless access point to establish its own portrait through various information related thereto, thereby greatly enriching the information of the wireless access point, and accessing the wireless access
  • the in-point user provides a better experience, and also provides a basis and premise for further application based on the image information of the wireless access point, for example, the provider's goods, services, etc. in the image information of the wireless access point
  • the preferential information is provided to the user accessing the wireless access point; the wireless access point having the same characteristics can be counted by the big data processing according to the portrait information of the wireless access point.
  • the present application may also pass the information of the reference access point of the wireless access point, for example, an access point that is closer to the wireless access point and an access point that has a higher matching degree with the SSID of the wireless access point.
  • adjusting the image information of the wireless access point for example, adding the information content of the image information, modifying the original information content of the image information, etc.; thereby supplementing the image information of the wireless access point,
  • the image information of the wireless access point is further improved, and the experience of the user accessing the wireless access point is further improved.
  • the present application may further provide recommendation information to a corresponding user of the wireless access point according to the portrait information of the wireless access point, which may include providing historical connection attribute information of the wireless access point to the user to establish the wireless connection, for example, Connection success rate information, connection scan ratio information, etc. of the wireless access point; and may also include providing the provider attribute information or the recommendation matching the provider attribute information to a user accessing the wireless access point Information, for example, location information of a wireless access point provider, service information matching the type of the provider, service or product information of the provider, feedback information about the service or product of the provider, etc.; The user's access to the wireless access point is improved, and the diversified needs of the user when accessing the wireless access point are met.
  • FIG. 1 shows a schematic diagram of an apparatus for performing portrait analysis of a wireless access point in accordance with an aspect of the present application
  • FIG. 2 shows a schematic diagram of an apparatus for performing portrait analysis of a wireless access point in accordance with a preferred embodiment of the present application
  • FIG. 3 is a schematic diagram of an apparatus for performing portrait analysis on a wireless access point according to another preferred embodiment of the present application.
  • FIG. 4 shows a flow chart of a method for performing portrait analysis of a wireless access point in accordance with another aspect of the present application
  • FIG. 5 shows a flow chart of a method for performing portrait analysis of a wireless access point in accordance with a preferred embodiment of the present application
  • FIG. 6 shows a flow chart of a method for performing portrait analysis of a wireless access point in accordance with another preferred embodiment of the present application.
  • the terminal, the device of the service network, and the trusted party each include one or more processors (CPUs), input/output interfaces, network interfaces, and memory.
  • processors CPUs
  • input/output interfaces network interfaces
  • memory volatile and non-volatile memory
  • the memory may include non-persistent memory, random access memory (RAM), and/or non-volatile memory in a computer readable medium, such as read only memory (ROM) or flash memory.
  • RAM random access memory
  • ROM read only memory
  • Memory is an example of a computer readable medium.
  • Computer readable media includes both permanent and non-persistent, removable and non-removable media.
  • Information storage can be implemented by any method or technology.
  • the information can be computer readable instructions, data structures, modules of programs, or other data.
  • Examples of computer storage media include, but are not limited to, phase change memory (PRAM), static random access memory (SRAM), dynamic random access memory (DRAM), other types of random access memory (RAM), read only memory.
  • PRAM phase change memory
  • SRAM static random access memory
  • DRAM dynamic random access memory
  • RAM random access memory
  • ROM read-only memory
  • EEPROM electrically erasable programmable read only memory
  • flash memory or other memory technology
  • CD-ROM Read-Only Memory CD-ROM
  • DVD Digital Versatile Disc
  • magnetic cassette magnetic disk storage or other magnetic storage device or any other non-transportable medium that can be used to store access that can be accessed by a computing device.
  • computer readable media does not include non-transitory computer readable media, such as modulated data signals and carrier waves.
  • FIG. 1 is a schematic diagram of an apparatus for performing image analysis on a wireless access point according to an aspect of the present application, wherein the apparatus includes a first device 11 and a second device 12, wherein A device 11 acquires access point related information of the wireless access point; and the second device 12 determines the portrait information of the wireless access point according to the access point related information.
  • the first device 11 acquires access point related information of the wireless access point, where the related information of the access point is various information related to the wireless access point, for example, the wireless access point itself is related. SSID, MAC address, encryption method, historical connection attribute, latitude and longitude of the location, information such as the type of the wireless access point provider, the offer information of the provider's goods or services, the path information of the provider, and the size information of the provider Etc., and other information related to the wireless access point.
  • the manner in which the first device 11 acquires the information about the access point of the wireless access point may be obtained by the user equipment accessing the wireless access point, for example, obtaining the precise location of the wireless access point by using the positioning function of the user equipment.
  • the related information of the reference access point may be obtained by using the related information of the reference access point related to the wireless access point, and the related information of the reference access point is used as the information about the wireless access point, for example, if the access with the wireless access point SSID is the same.
  • the provider related information of the reference access point can be used as the provider related information of the wireless access point.
  • the second device 12 determines the none according to the access point related information.
  • the image information of the line access point specifically, the image information of the wireless access point graphically illustrates various features of the wireless access point
  • the second device 12 specifically determines the manner of the image information of the wireless access point, including Various related information of the wireless access point, classify, count, and match the information according to certain standards, and obtain information representing the relevant features of the wireless access point to form the portrait information of the wireless access point.
  • the existing access to the image information of the wireless access point may be added or modified.
  • the manner in which the second device 12 determines the portrait information of the wireless access point according to the access point related information is only an example, and other existing or future may appear.
  • the manner of determining the image information of the wireless access point according to the information about the access point is applicable to the present application, and is also included in the scope of the present application, and is hereby incorporated by reference.
  • the second device 12 determines the image information of the wireless access point according to the access point related information and the attribute type corresponding to the access point related information, where
  • the portrait information includes portrait tag information corresponding to the attribute type.
  • the second device 12 may classify and combo the access point related information of the wireless access point according to different attribute types, and further form the portrait tag information corresponding to the attribute of the wireless access point; for example, the wireless access point Information such as security, historical access times, historical scanning times, etc., which can be classified into the connection properties of the wireless access point, and can obtain wireless access according to the security information of the wireless access point and the preset security standard.
  • the security level information of the point is used as one of the image tag information of the wireless access point, and the connection scan ratio information of the wireless access point is obtained as the wireless access according to the historical access times and historical scanning times of the wireless access point therein.
  • the portrait information of the wireless access point may include attribute types of multiple wireless access points, for example, a wireless access point provider attribute, a connection attribute of the wireless access point, and a terminal extended attribute of the access wireless access point. Wait.
  • the image information includes the image tag information corresponding to the attribute type.
  • the number of the image tag information corresponding to each attribute type of the wireless access point is not limited, and may be one or more .
  • the manner in which the second device 12 determines the image information of the wireless access point may be combed into the corresponding attribute types of the access point related information of the wireless access point, and establish a wireless connection.
  • the image information of the entry point for some of the attribute types in the attribute type, also need statistics, matching, comparison, judgment, etc., to obtain the corresponding picture
  • the label information for example, the connection attribute related information of the wireless access point, needs to count and calculate the frequency information of the user history scan, access, etc., to obtain the connection success rate, the connection scan ratio, and the like of the wireless access point. Label Information.
  • all access point related information that is not a wireless access point must be classified into a corresponding attribute type, and an access point of a new wireless access point is obtained.
  • Information, and there is no corresponding attribute type in the current portrait of the wireless access point a new attribute type is added to the portrait information of the wireless access point to enrich the portrait of the wireless access point.
  • the second device 12 determines the portrait information of the wireless access point according to the access point related information and the attribute type corresponding to the access point related information.
  • the manner of determining the image information of the wireless access point according to the access point related information and the attribute type corresponding to the access point related information may be other existing or future possible manners.
  • the present invention is also intended to be included within the scope of the present application, and is hereby incorporated by reference.
  • the attribute type includes at least one of the following:
  • the terminal extension attribute corresponding to the wireless access point may be an attribute type corresponding to the information related to the wireless access point that is acquired by the terminal that accesses the wireless access point, for example, acquiring wireless access by using the terminal.
  • the provider attribute corresponding to the wireless access point may be an attribute type corresponding to the information related to the provider of the wireless access point, where the provider related information is related to the type of the provider, if the wireless access point If the type of the provider is a merchant providing the goods/services, the related information corresponding to the provider attribute type of the wireless access point may include the goods/service related information of the provider, for example, the offer information of the provider's goods/services.
  • the type of the wireless access point provider is a non-profit public place such as a library or a station
  • the provider attribute type of the wireless access point corresponds to Relevant information can include a basic introduction to these places Information, including information on the layout of functional departments, such as the library's borrowing/returning office, consulting office, book placement introduction, station security exit, waiting room layout, medical points, etc.
  • the historical connection attribute of the wireless access point may be an attribute type corresponding to the information related to the connection performance of the wireless access point. Because of the essential role of the wireless access point, the user terminal is provided with an interface for accessing the network. That is, the user terminal accesses the network by connecting the wireless access point, and the connection performance of the wireless access point becomes one of the most concerned issues for the wireless access point, where the connection property of the wireless access point corresponds.
  • the related information may include connection security information, available bandwidth information, connection success rate information, connection scan ratio information, and the like of the wireless access point.
  • the other attributes of the wireless access point may be any other attributes related to the wireless access point, or may be a specific wireless connection according to the specific content of the access point related information when there is no suitable attribute type.
  • the attribute type of the in-point image may also be an attribute type newly created for the image of the wireless access point according to specific needs, for example, the coverage area of the wireless access point, and the signal intensity distribution in the coverage area. and many more.
  • the second device 12 determines the location of the wireless access point according to the access point related information when the attribute type corresponding to the access point related information includes a terminal extended attribute corresponding to the wireless access point.
  • the second device 12 determines the location information of the wireless access point according to the access point related information. Specifically, the second device 12 further calculates the location information of the wireless access point by acquiring the location information collected by the GPS (Global Positioning System) of the terminal and the signal strength information of the wireless access point corresponding to the location.
  • GPS Global Positioning System
  • the location information of the wireless access point is used as the image tag information corresponding to the extended attribute of the terminal.
  • the image tag information can be used to implement specific indoor positioning of the wireless access point and the user terminal.
  • the user can be determined in the mall. Specific floor information, or specific merchant information of the mall; thus, the user can push the most suitable information according to the specific location information of the user at this moment, for example, The discounted business information on the floor, the preferential information of the merchant's merchant, etc.
  • the image tag information corresponding to the historical connection attribute includes at least one of the following:
  • the connection of the wireless access point scans the ratio information.
  • the image tag information corresponding to the historical connection attribute may include: the connection of the wireless access point
  • the success rate information specifically, the connection success rate information of the wireless access point is: the ratio of the frequency information of the user successfully accessing the wireless access point to the frequency information of the user attempting to connect to the wireless access point, and the ratio value is It is able to reflect one of the connection performance of the corresponding wireless access point, that is, the efficiency of the wireless access point.
  • the frequency information of the user successfully accessing the wireless access point and the frequency information of the user attempting to connect to the wireless access point are all obtained through data statistics.
  • the image tag information corresponding to the historical connection attribute may also include: the wireless access point
  • the scan ratio information is connected.
  • the connection scan ratio information of the wireless access point is: a ratio of the frequency information that the user attempts to connect to the wireless access point and the frequency information that the user terminal scans to the wireless access point, and the ratio is It is able to reflect one of the connection performance of the corresponding wireless access point, that is, the acceptance rate of the wireless access point.
  • the frequency information of the user attempting to connect to the wireless access point and the frequency information that the user terminal scans to the wireless access point are all obtained through data statistics.
  • the image tag information corresponding to the historical connection attribute of the wireless access point may be used for reference when the user accesses the wireless access point, for example, when the user simultaneously scans multiple accessible wireless access points.
  • the access point with the access connection success rate or the higher recognition rate may be preferentially selected; further, it may also serve as a basis for recommending the wireless access point for the user, for example, when the user requests to access the wireless network, the network device may
  • the connection success rate, the approval rate information, and the like of the plurality of wireless access points in the vicinity of the user terminal recommend a better wireless access point to the user, so that the user terminal can realize the network connection as soon as possible, thereby improving the user experience.
  • the device further includes a third device 13 and a fourth device 14, wherein the third device 13 determines one or more reference interfaces corresponding to the wireless access point according to the portrait information.
  • An ingress point; the fourth device 14 refers to the access point according to at least one of the one or more reference access points, An adjustment operation is performed on the portrait information.
  • the third device 13 of the device determines one or more reference access points corresponding to the wireless access point according to the portrait information.
  • the third device 13 may be configured according to a specific situation.
  • the related information in the wireless access point image information to determine the reference access point of the wireless wireless access point.
  • the wireless access point may be determined by using the image tag information corresponding to the terminal extension attribute in the wireless access point image information.
  • the accurate location information of the point further determines that the wireless access point within a certain distance of the location is used as a reference access point, etc., and the access point that is the same as the wireless access point SSID can also be used as a reference access point or the like.
  • the manner in which the third device 13 determines one or more reference access points corresponding to the wireless access point according to the portrait information is only an example, and other existing devices. Or the method for determining one or more reference access points corresponding to the wireless access point according to the portrait information may be applicable to the present application, and should also be included in the protection scope of the present application. It is included here by reference.
  • the fourth device 14 performs an adjustment operation on the portrait information according to at least one of the one or more reference access points, and specifically, the fourth device 14 may be configured according to the wireless access.
  • the reference information of the reference access point of the point enriches the image of the wireless access point as a distance rather than a limitation, and the fourth device 14 may supplement the provider information of the wireless access point according to the provider related information of the reference access point.
  • the provider information of the wireless access point may be provided according to the reference access point provider information of the wireless access point by the provider information corresponding to the wireless access point whose position distance is similar, or the same. Information is adjusted accordingly.
  • the fourth device 14 can also enrich the portrait information of the wireless access point according to other related information of the reference access point, which will not be exemplified herein.
  • the specific manner in which the fourth device 14 performs an adjustment operation on the image information may be image information of a newly added wireless access point, for example, when the wireless access point image information lacks provider information.
  • the provider information of the reference access point near the location may be used as the provider information of the wireless access point, and the portrait information of the wireless access point is further increased by the provider attribute corresponding to the provider information.
  • the type information of the wireless access point may be modified. For example, if the image information of the wireless access point changes, the image information of the wireless access point needs to be modified or updated, and the adjustment operation may be included.
  • the provider size information of the wireless access point is increased, where the number of access points that are the same as the SSID of the wireless access point, that is, the reference access point, may be obtained by the number information.
  • the provider size information of the wireless access point is added to the portrait information of the wireless access point.
  • the fourth device 14 performs the adjustment operation on the portrait information according to at least one of the one or more reference access points, and the manner of adjustment is only an example.
  • An existing or future possible manner of performing an adjustment operation on the portrait information according to at least one of the one or more reference access points, as applicable to the present application, and also included in the present application It is within the scope of protection and is hereby incorporated by reference.
  • the adjustment operation comprises at least one of the following:
  • the adjusting operation may include adding information content to the portrait information according to reference image information of the at least one reference access point, specifically, adding information content to the portrait information.
  • the content that does not appear in the image information of the new wireless access point is added.
  • the newly added information content supplements the image information of the wireless access point, so that the portrait information of the wireless access point is more abundant.
  • the content of the specific image information refer to the foregoing embodiment, and details are not described herein again.
  • the adjusting operation may further include modifying the original information content in the portrait information according to the reference portrait information of the at least one reference access point, specifically modifying the original information content in the portrait information.
  • the image information of the wireless access point changes. For example, when the image information of the wireless access point changes, it is necessary to modify or update the image information of the wireless access point.
  • the image information of the wireless access point needs to be modified or updated in a targeted manner to ensure that the image information of the wireless access point represents the current feature information of the wireless access point, and is more accurate and reliable.
  • the adjusting operation may further include adding, according to the quantity information of the at least one reference access point, the provider size information corresponding to the wireless access point, specifically The provider size information of the wireless access point may be increased according to the number of reference access points of the wireless access point.
  • the access point that is the same as the SSID of the wireless access point may be counted, that is, Referring to the quantity information of the access point, the provider size information of the wireless access point is obtained, and the information is added to the portrait information of the wireless access point to enrich the portrait information of the wireless access point.
  • the second device 12 includes a second unit (not shown) and a second unit (not shown), wherein the second unit determines the wireless connection according to the access point related information. Determining one or more reference access points corresponding to the ingress; the second two unit determining the portrait information of the wireless access point according to reference portrait information of the at least one reference access point of the one or more reference access points .
  • the second unit of the second device 12 determines one or more reference access points corresponding to the wireless access point according to the access point related information, specifically, the second unit may Determining a reference access point of the wireless wireless access point according to a specific situation and related information in the wireless access point image information, for example, the image tag information corresponding to the terminal extension attribute in the wireless access point image information Determining the accurate location information of the wireless access point, further determining that the wireless access point within a certain distance of the location is used as a reference access point, or the same access point as the access point of the wireless access point SSID Wait.
  • the manner in which the second unit determines the one or more reference access points corresponding to the wireless access point according to the portrait information is only an example, and other existing ones.
  • the method for determining one or more reference access points corresponding to the wireless access point according to the portrait information may be applicable to the present application, and should also be included in the protection scope of the present application. It is included here by reference.
  • the second unit determines the portrait information of the wireless access point according to the reference portrait information of the at least one reference access point of the one or more reference access points, specifically, the second The method for determining the image information of the wireless access point according to the image information of the reference access point determined by the second unit may be that the portrait information of the reference access point is directly matched to the portrait information of the wireless access point. This situation is mainly for the case where the similarity between the reference access point and the wireless access point is relatively high.
  • the portrait information between the wireless access points with the same SSID within a certain distance range may be Matching each other, etc.; some information in the portrait information of the reference access point may be used as a supplement to the image information of the wireless access point, which is mainly for the image information in the wireless access point is not perfect, and needs to refer to The corresponding information of the image information of the incoming point is supplemented.
  • the provider type information of the access point within a certain distance from the wireless access point may be supplemented with the provider in the portrait information of the wireless access point.
  • Type information, etc.; some information in the portrait information of the reference access point may also be used as a basis for modifying or updating the original image information of the wireless access point.
  • the second unit may further process the image information of the wireless access point by processing, matching, and the like of the reference access point of the wireless access point, for example, by using statistics and the wireless access point.
  • Obtaining the provider size information of the wireless access point by adding the same access point of the SSID, that is, referring to the access point, and adding the information to the portrait information of the wireless access point to enrich Image information of the wireless access point, etc.
  • the reference access point satisfies at least one of the following:
  • the distance between the reference access point and the wireless access point is lower than a predetermined access point distance threshold
  • the matching degree between the neighboring access point of the reference access point and the neighboring access point of the wireless access point exceeds a predetermined neighboring access point matching threshold
  • the SSID matching degree of the reference access point and the wireless access point exceeds a predetermined identifier matching threshold
  • the access frequency information of the same user equipment accessing the reference access point and the wireless access point exceeds a predetermined common user quantity threshold
  • Different user equipments access the reference access point and the wireless access point, wherein the matching degree between the user portrait information of the user corresponding to the different user equipment exceeds a preset matching threshold of the user portrait information.
  • the reference access point may satisfy that: a distance between the reference access point and the wireless access point is lower than a predetermined access point distance threshold; specifically, the reference access point
  • the distance information of the wireless access point may be determined by determining the location information of the reference access point and the wireless access point, and then calculating between the reference access point and the wireless access point. And the distance information, and the reference access point and the wireless access are separately obtained by using the location information of the corresponding access point in the image information of the reference access point and the wireless access point, respectively.
  • the distance threshold needs to be set according to a specific situation. For example, the traffic volume near the wireless access point and the density of the wireless access point may be considered, and the threshold may not be too large, so as to avoid excessive wireless access points.
  • Reference access point which in turn affects the accuracy of the image information of the wireless access point; it should not be too small, so as not to find the reference access point of the wireless access point, and the image information rich through the reference access point cannot be obtained. The purpose of entering the point image information.
  • the reference access point may satisfy that the matching degree between the neighboring access point of the reference access point and the neighboring access point of the wireless access point exceeds a predetermined neighboring connection.
  • Incoming point matching threshold in particular, the neighboring access point of the reference access point and the neighboring access point of the wireless access point may be judged and determined by the location information of the access point, and the specific acquisition is performed.
  • the matching degree between the adjacent access points corresponding to the access point and the wireless access point may be the matching degree of the adjacent access point image information, and the setting of the threshold is also determined according to the specific situation.
  • the setting principle is similar to the setting principle of the above distance threshold, and details are not described herein again.
  • the reference access point may satisfy that: the SSID matching degree of the reference access point and the wireless access point exceeds a predetermined identifier matching threshold; specifically, the wireless access point
  • the SSID matching degree is relatively high, to some extent, the providers of these wireless access points may be the same. For example, if the SSID of the wireless access point is called “Starbucks Coffee” or some called “Starbucks”, there is called “ Starbucks Coffee”, then the providers of these wireless access points are all very likely to be Starbucks cafes.
  • the setting of the matching matching threshold may consider the length of the SSID, whether or not the key identification content is included, for example, if the SSID of the wireless access point is “Starbucks Coffee”, then “Starbucks” is the key of the provider business name. Content, and “Coffee” is the case of provider type key content.
  • the reference access point may satisfy that the access frequency information of the same user equipment accessing the reference access point and the wireless access point exceeds a predetermined common user quantity threshold; specifically, Accessing the same user equipment of the reference access point and the wireless access point, that is, Referring to a common user equipment of the access point and the wireless access point; the frequency information of the reference user accessing the reference access point and the wireless access point may represent the reference connection to a certain extent The number of common users of the ingress point and the wireless access point, so that the frequency information of the same user equipment accessing the reference access point and the wireless access point exceeds the reference access point and the When the number of common users of the wireless access point is threshold, the corresponding portrait information of the reference access point can be used as reference image information of the wireless access point to enrich the portrait information of the wireless access point.
  • the access frequency information of the reference user access point and the wireless access point of the same user equipment may be obtained through the history record of the access wireless access point of the user equipment, or may be accessed through wireless access.
  • the log information obtained by the point is obtained, and the setting of the threshold number of the common user is also determined according to the specific situation.
  • the setting principle is similar to the setting principle of the distance threshold and the matching threshold, and details are not described herein.
  • the reference access point may be configured to: access the reference access point and the wireless access point by different user equipment, where the different user equipment corresponds to user portrait information of the user
  • the matching degree exceeds the preset user image information matching threshold;
  • the user portrait information is information indicating various characteristics of the user, for example, the user's personality, special features, hobbies and the like, and the matching degree of the different user portrait information exceeds a certain degree.
  • a preset threshold to some extent, the users corresponding to the different user portraits have many identical features, for example, having the same interests, special features, etc., and further, users having many identical features.
  • the wireless access points accessed by the user equipment may also have a certain similarity.
  • the different users when the interests of different users whose user image information matching degree exceeds a certain threshold are similar, the different users usually access the features. Similar wireless access point, at which point it is possible to access different users whose image information matches a certain threshold
  • the wireless access point serves as a reference access point, and the overall features of the reference access points are used to enrich the portrait information of the wireless access point. For example, both user A and user B prefer food, and the user image information matching degree of the two is used.
  • the threshold of the matching is exceeded, the provider of the wireless access point they access is gourmet, or there may be more food related, then we can access the wireless access point from the user A and the user B.
  • the two access the wireless access point in the history record as the reference access point the overall feature, that is, the "provider is the catering merchant" access point related information
  • the overall feature that is, the "provider is the catering merchant" access point related information
  • the setting of the matching threshold of the user portrait information also needs to be determined according to the specific situation, and the setting principle and the setting principle of the above-mentioned distance threshold, the matching threshold of the adjacent access point, and the threshold of the common user number are Like, no longer repeat here.
  • the matching degree between the user portrait information of the user corresponding to the different user equipment exceeds a preset.
  • the second unit is based on the reference portrait information of the reference access point that satisfies the foregoing conditions. Determining the image information of the wireless access point. Specifically, when the interests of different users whose user image information matching degree exceeds a certain threshold are similar, the different users usually access the wireless access points with similar characteristics. Other wireless access points accessed by different users whose portrait information matching degree exceeds a certain threshold may be used as reference access points, and the second two units may use the overall features of these reference access points to enrich the portrait of the wireless access point.
  • the providers of the wireless access points they access are gourmet, or are related to food. More, then we can start from the perspective that the wireless access points that User A and User B access are basically food-related wireless access points,
  • the wireless access point in the access history record is used as a reference access point, and the overall feature, that is, the information about the access point of the provider is the catering merchant, is used to enrich the portrait information of the wireless access point.
  • the second unit determines the portrait information of the wireless access point according to the reference portrait information of at least one of the one or more reference access points.
  • the manner of determining the image information of the wireless access point according to the reference portrait information of at least one reference access point of the one or more reference access points which may be other existing or may occur in the future.
  • the present invention is also intended to be included within the scope of the present application, and is hereby incorporated by reference.
  • the device 1 further comprises a fifth device 15, wherein the fifth device 15 provides recommendation information to a corresponding user of the wireless access point based on the portrait information .
  • the fifth device 15 provides recommendation information to the corresponding user of the wireless access point according to the portrait information, specifically, when the user sends a wish to access the network through the wireless access point, until the user
  • the fifth device 15 may recommend information to the user according to the portrait information of the wireless access point, wherein the recommended information may be directly from the wireless access point.
  • the image information may also be based on the statistics and matching information of the related information in the related wireless access point image information, for example, by counting the number of wireless access points of the same SSID, the size information of the merchant may be recommended to the user. Wait.
  • the fifth device 15 may according to the specific usage scenario of the user, for example, online banking payment, video viewing, etc., and the image of the wireless access point.
  • the connection attribute information in the information is used to recommend the most suitable wireless access point to the user, for example, a wireless access point with a relatively high security level and a wide available bandwidth, and the like.
  • the fifth device 15 may recommend relevant information to the user according to the provider related information in the portrait information of the wireless access point accessed by the user, for example, when the wireless access point
  • the provider is a merchant
  • the product/service information of the merchant, and the preferential information thereof may be recommended to the user
  • the provider of the wireless access point is a station or a library
  • the layout of the location may be recommended to the user.
  • Information such as the location of medical points.
  • the fifth device comprises a fifth unit (not shown) or a fifth unit (not shown), wherein the fifth unit includes the history of the wireless access point in the portrait information. Connecting the attribute information to provide the historical connection attribute information to the user who is to establish the wireless connection; the fifth unit includes the provider attribute information corresponding to the wireless access point in the portrait information, and accessing the wireless connection The user of the in-point provides the provider attribute information or recommendation information that matches the provider attribute information.
  • the fifth unit when the portrait information includes the historical connection attribute information of the wireless access point, the fifth unit provides the historical connection attribute information to the user who is to establish the wireless connection, specifically, the fifth one.
  • the historical connection attribute information that the unit can provide to the user may generally include information such as access security, connection success ratio, scan connection ratio, available bandwidth, and connection-related complaints of the wireless access point, and the user may select according to the information.
  • the fifth device 15 can be based on the specific usage scenario of the user, for example, online banking payment, video Watch, etc., as well as wireless connection
  • the connection attribute information in the image information of the in-point is recommended to the user to the most suitable wireless access point, for example, a wireless access point with a relatively high security level and a wide available bandwidth, and the like.
  • the fifth unit when the portrait information includes provider attribute information corresponding to the wireless access point, the fifth unit provides the provider attribute information to a user accessing the wireless access point or The recommendation information that matches the provider attribute information, specifically, the fifth unit may recommend relevant information to the user according to the provider related information in the portrait information of the wireless access point accessed by the user, for example, when When the provider of the wireless access point is a merchant, the commodity/service information of the merchant, and the preferential information thereof may be recommended to the user; when the provider of the wireless access point is a station or a library, the location may be recommended to the user.
  • the recommendation information that matches the provider attribute information includes at least one of the following:
  • the recommendation information that matches the provider attribute information may include location information of the provider corresponding to the wireless access point, where the location information may be specific location information of the provider, or may be a provider. Referring to the location information of a well-known landmark, it may also be path information to the location of the provider.
  • the recommendation information that matches the provider attribute information may also include service information that matches the type of the provider, wherein the type of the provider may include a merchant, a clothing, an entertainment, etc., a station, a book Public places such as public halls, office buildings and other office places; etc.; service information matching these types of providers generally includes service information such as parking, concessions, and whether they can be delivered to the door, and the layout of functional departments in public places such as stations and libraries. Service information such as information desks, emergency medical points, etc.
  • the recommendation information that matches the provider attribute information may also include the service or product information of the provider, where the service or product information of the provider is generally a case where the provider is a merchant, and the product may be /The service offers, the latest products/services, etc. are recommended to the user.
  • the recommendation information that matches the provider attribute information may also include feedback information about the service or product of the provider, where the feedback information of the provider's service or product is generally also the provider is the merchant.
  • the feedback information of the provider's service or product is generally also the provider is the merchant.
  • they will provide feedback evaluation information after the products/services they have purchased/experienced, as this information corresponds to other products/services that wish to purchase/experience the provider. Users have a certain reference value. This information can be recommended to the user.
  • the present application obtains access point related information of a wireless access point, for example, historical connection related information of a wireless access point, provider related information of a wireless access point, etc., according to the access.
  • Point-related information determining the image information of the wireless access point; thereby enabling the wireless access point to establish its own portrait through various information related thereto, thereby greatly enriching the information of the wireless access point, and accessing the wireless access
  • the in-point user provides a better experience, and also provides a basis and premise for further application based on the image information of the wireless access point, for example, the provider's goods, services, etc. in the image information of the wireless access point
  • the preferential information is provided to the user accessing the wireless access point; the wireless access point having the same characteristics can be counted by the big data processing according to the portrait information of the wireless access point.
  • the present application may also pass the information of the reference access point of the wireless access point, for example, an access point that is closer to the wireless access point and an access point that has a higher matching degree with the SSID of the wireless access point.
  • adjusting the image information of the wireless access point for example, adding the information content of the image information, modifying the original information content of the image information, etc.; thereby supplementing the image information of the wireless access point,
  • the image information of the wireless access point is further improved, and the experience of the user accessing the wireless access point is further improved.
  • the present application may further provide recommendation information to a corresponding user of the wireless access point according to the portrait information of the wireless access point, which may include providing historical connection attribute information of the wireless access point to the user to establish the wireless connection, for example, Connection success rate information, connection scan ratio information, etc. of the wireless access point; and may also include providing the provider attribute information or the recommendation matching the provider attribute information to a user accessing the wireless access point Information, for example, location information of a wireless access point provider, service information matching the type of the provider, service or product information of the provider, feedback information about the service or product of the provider, etc.; The user's access to the wireless access point is improved, and the diversified needs of the user when accessing the wireless access point are met.
  • FIG. 4 a flow chart of a method for performing image analysis on a wireless access point according to an aspect of the present application is shown, wherein the method includes:
  • S1 acquires information about the access point of the wireless access point
  • S2 determines image information of the wireless access point according to the access point related information.
  • the access point related information of the wireless access point is acquired, where the related information of the access point is various information related to the wireless access point, for example, the wireless access point itself is related.
  • the related information of the access point is various information related to the wireless access point, for example, the wireless access point itself is related.
  • the manner of acquiring the information about the access point of the wireless access point may be obtained by the user equipment accessing the wireless access point, for example, obtaining the accuracy of the wireless access point by using the positioning function of the user equipment.
  • the related information of the reference access point related to the wireless access point may be obtained, and the related information of the reference access point is used as the information about the wireless access point, for example, if the same as the wireless access point SSID
  • the provider-related information of the reference access point can be used as the provider-related information of the wireless access point.
  • step S1 the manner or way of acquiring the access point related information of the wireless access point in the above step S1 is only an example, and other existing or future possible acquisition of the wireless access point may occur.
  • the manner or manner of access point related information, as applicable to the present application, is also included in the scope of the present application and is hereby incorporated by reference.
  • step S2 determining image information of the wireless access point according to the access point related information; specifically, the portrait information of the wireless access point graphically illustrates the wireless access point
  • the features specifically determining the manner of the image information of the wireless access point, including processing, sorting, counting, matching, etc. according to certain criteria according to various related information of the wireless access point, Obtaining information representing the relevant features of the wireless access point to form the portrait information of the wireless access point; and simultaneously adding and modifying the existing portrait information of the wireless access point according to the newly acquired related information of the wireless access point Wait for the operation.
  • step S2 is based on the access point.
  • the manner of determining the portrait information of the wireless access point is only an example, and other existing or future possible manners for determining the portrait information of the wireless access point according to the information about the access point may be This application is hereby incorporated by reference.
  • the step S2 comprises:
  • the access point related information of the wireless access point may be classified and combed according to different attribute types, and further form image tag information corresponding to the attribute of the wireless access point; for example, wireless access Point security, historical access times, historical scanning times and other information, which can be classified into the connection properties of the wireless access point, and can obtain wireless connection according to the security information of the wireless access point and the preset security standard.
  • the security level information of the ingress point is used as one of the image tag information of the wireless access point, and the connection scan ratio information of the wireless access point is obtained as the wireless connection according to the historical access times and historical scanning times of the wireless access point therein.
  • the portrait information of the wireless access point may include attribute types of multiple wireless access points, for example, a wireless access point provider attribute, a connection attribute of the wireless access point, and a terminal extended attribute of the access wireless access point. Wait.
  • the image information includes the image tag information corresponding to the attribute type.
  • the number of the image tag information corresponding to each attribute type of the wireless access point is not limited, and may be one or more .
  • the method for determining the image information of the wireless access point in step S2 may be combing the information about the access point of the wireless access point, and classifying the information into the corresponding attribute type to establish wireless access.
  • the frequency information of the history scan, the access, and the like are counted and calculated, and the image tag information such as the connection success rate and the connection scan ratio of the wireless access point can be obtained.
  • all access point related information that is not a wireless access point must be classified into a corresponding attribute type, and an access point of a new wireless access point is obtained.
  • Information, but there is no corresponding attribute type in the current portrait of the wireless access point then create a new one
  • the attribute type is added to the portrait information of the wireless access point to enrich the portrait of the wireless access point.
  • step S2 determines the portrait information of the wireless access point according to the access point related information and the attribute type corresponding to the access point related information.
  • the method is only an example, and other existing or future possible manners for determining the image information of the wireless access point according to the information about the access point and the attribute type corresponding to the access point related information are as follows. This application is hereby incorporated by reference.
  • the attribute type includes at least one of the following:
  • the terminal extension attribute corresponding to the wireless access point may be an attribute type corresponding to the information related to the wireless access point that is acquired by the terminal that accesses the wireless access point, for example, acquiring wireless access by using the terminal.
  • the provider attribute corresponding to the wireless access point may be an attribute type corresponding to the information related to the provider of the wireless access point, where the provider related information is related to the type of the provider, if the wireless access point If the type of the provider is a merchant providing the goods/services, the related information corresponding to the provider attribute type of the wireless access point may include the goods/service related information of the provider, for example, the offer information of the provider's goods/services.
  • the historical connection attribute of the wireless access point may be an attribute type corresponding to the information related to the connection performance of the wireless access point. Because of the essential role of the wireless access point, the user terminal is provided with an interface for accessing the network. That is, the user terminal accesses the network by connecting the wireless access point, and the connection performance of the wireless access point becomes one of the most concerned issues for the wireless access point by the user.
  • the related information corresponding to the connection property of the wireless access point may include connection security information, available bandwidth information, connection success rate information, connection scan ratio information, and the like of the wireless access point.
  • the other attributes of the wireless access point may be any other attributes related to the wireless access point, or may be a specific wireless connection according to the specific content of the access point related information when there is no suitable attribute type.
  • the attribute type of the in-point image may also be an attribute type newly created for the image of the wireless access point according to specific needs, for example, the coverage area of the wireless access point, and the signal intensity distribution in the coverage area. and many more.
  • step S2 further includes:
  • the attribute type corresponding to the access point related information includes a terminal extension attribute corresponding to the wireless access point, determining location information of the wireless access point according to the access point related information, as an extended attribute with the terminal Corresponding portrait label information.
  • step S2 determining the location of the wireless access point according to the access point related information.
  • the information obtains the accurate location information of the wireless access point by acquiring the location information of the terminal's GPS acquisition and the signal strength information of the wireless access point corresponding to the location, and realizing the indoor location of the wireless access point.
  • step S2 the signal strength of the wireless access point corresponding to the location that can be collected by the terminal GPS, when the signal strength is the highest, the location of the corresponding terminal GPS acquisition is wireless access.
  • the exact location of the point; here, in step S2, the wireless access point and the base station and other information acquired by the terminal may also be used to assist the accurate positioning of the wireless access point.
  • the location information of the wireless access point is used as the image tag information corresponding to the extended attribute of the terminal.
  • the image tag information can be used to implement specific indoor positioning of the wireless access point and the user terminal.
  • the user can be determined in the mall. Specific floor information, or specific merchant information of the mall; in this way, the most suitable information can be pushed to the user according to the specific location information of the user at the moment, for example, the merchant information of the discount in the floor, the discount of the merchant where the user is located Information, etc.
  • the image tag information corresponding to the historical connection attribute includes at least one of the following:
  • the connection of the wireless access point scans the ratio information.
  • the image tag information corresponding to the historical connection attribute may include: the connection of the wireless access point
  • the success rate information specifically, the connection success rate information of the wireless access point is: the ratio of the frequency information of the user successfully accessing the wireless access point to the frequency information of the user attempting to connect to the wireless access point, and the ratio value is It is able to reflect one of the connection performance of the corresponding wireless access point, that is, the efficiency of the wireless access point.
  • the frequency information of the user successfully accessing the wireless access point and the frequency information of the user attempting to connect to the wireless access point are all obtained through data statistics.
  • the image tag information corresponding to the historical connection attribute may also include: the wireless access point
  • the scan ratio information is connected.
  • the connection scan ratio information of the wireless access point is: a ratio of the frequency information that the user attempts to connect to the wireless access point and the frequency information that the user terminal scans to the wireless access point, and the ratio is It is able to reflect one of the connection performance of the corresponding wireless access point, that is, the acceptance rate of the wireless access point.
  • the frequency information of the user attempting to connect to the wireless access point and the frequency information that the user terminal scans to the wireless access point are all obtained through data statistics.
  • the image tag information corresponding to the historical connection attribute of the wireless access point may be used for reference when the user accesses the wireless access point, for example, when the user simultaneously scans multiple accessible wireless access points.
  • the access point with the access connection success rate or the higher recognition rate may be preferentially selected; further, it may also serve as a basis for recommending the wireless access point for the user, for example, when the user requests to access the wireless network, the network device may
  • the connection success rate, the approval rate information, and the like of the plurality of wireless access points in the vicinity of the user terminal recommend a better wireless access point to the user, so that the user terminal can realize the network connection as soon as possible, thereby improving the user experience.
  • the method further includes:
  • S4 performs an adjustment operation on the portrait information according to at least one of the one or more reference access points.
  • step S3 determining one or more reference access points corresponding to the wireless access point according to the image information, specifically, in step S3, according to a specific situation, and Correlation information in the wireless access point portrait information to determine a reference access point of the wireless wireless access point
  • the image location information corresponding to the terminal extension attribute in the wireless access point image information may be used to determine the accurate location information of the wireless access point, and further, the wireless access point within a certain distance of the location may be determined as the reference access point. It is also possible to use the same access point as the wireless access point SSID as a reference access point or the like.
  • the manner of determining one or more reference access points corresponding to the wireless access point according to the portrait information in the above step S3 is only an example, other existing or The manner of determining one or more reference access points corresponding to the wireless access point according to the portrait information may be applicable to the present application, and should also be included in the scope of protection of the present application. The way of reference is included here.
  • the image information is adjusted according to at least one of the one or more reference access points, specifically, according to a reference of the wireless access point.
  • the information about the access point enriches the image of the wireless access point as a distance rather than a limitation, and may supplement the provider information of the wireless access point according to the provider related information of the reference access point; specifically, the location may be
  • the provider information corresponding to the similar wireless access points may be similar or identical to perform related adjustment operations on the provider information of the wireless access point according to the reference access point provider information of the wireless access point.
  • the portrait information of the wireless access point may also be enriched according to other related information of the reference access point, which will not be exemplified herein.
  • the specific manner of performing the adjustment operation on the image information may be the image information of the newly added wireless access point, for example, when the wireless access point image information lacks provider information.
  • the provider information of the reference access point near the location may be used as the provider information of the wireless access point, and the portrait information of the wireless access point is further increased by the provider corresponding to the provider information.
  • Attribute type can also modify the image information of the wireless access point, for example, if the image information of the wireless access point changes, it is necessary to modify or update the image information of the wireless access point; And increasing the provider size information of the wireless access point according to the number of reference access points of the wireless access point, where the access point that is the same as the SSID of the wireless access point may be counted, that is, reference And the quantity information of the access point, obtaining the provider size information of the wireless access point, and adding the information to the portrait information of the wireless access point.
  • step S4 is based on the one or At least one of the plurality of reference access points refers to the access point, and the manner of adjusting the image information is only an example, and other existing or future may occur according to at least one of the one or more reference access points.
  • the manner in which the image information is adjusted may be applied to the present application, and is also included in the scope of the present application, and is hereby incorporated by reference.
  • the adjustment operation comprises at least one of the following:
  • the adjusting operation may include adding information content to the portrait information according to reference image information of the at least one reference access point, specifically, adding information content to the portrait information.
  • the content that does not appear in the image information of the new wireless access point is added.
  • the newly added information content supplements the image information of the wireless access point, so that the portrait information of the wireless access point is more abundant.
  • the content of the specific image information refer to the foregoing embodiment, and details are not described herein again.
  • the adjusting operation may further include modifying the original information content in the portrait information according to the reference portrait information of the at least one reference access point, specifically modifying the original information content in the portrait information.
  • the image information of the wireless access point changes. For example, when the image information of the wireless access point changes, it is necessary to modify or update the image information of the wireless access point.
  • the image information of the wireless access point needs to be modified or updated in a targeted manner to ensure that the image information of the wireless access point represents the current feature information of the wireless access point, and is more accurate and reliable.
  • the adjusting operation may further include adding, according to the quantity information of the at least one reference access point, the provider size information corresponding to the wireless access point, specifically The provider size information of the wireless access point may be increased according to the number of reference access points of the wireless access point.
  • the access point that is the same as the SSID of the wireless access point may be counted, that is, Referring to the quantity information of the access point, obtaining the provider size information of the wireless access point, And adding the information to the portrait information of the wireless access point to enrich the portrait information of the wireless access point.
  • the step S2 comprises:
  • step S21 determining one or more reference access points corresponding to the wireless access point according to the access point related information, specifically, according to a specific situation, and wirelessly connecting Determining the reference access point of the wireless wireless access point by the related information in the point image information, for example, determining the accuracy of the wireless access point by using the image tag information corresponding to the terminal extension attribute in the wireless access point image information
  • the location information further determines that the wireless access point within a certain distance of the location is used as a reference access point or the like, and may also use the same access point as the wireless access point SSID as a reference access point or the like.
  • the manner of determining one or more reference access points corresponding to the wireless access point according to the portrait information in the above step S21 is only an example, other existing or The manner of determining one or more reference access points corresponding to the wireless access point according to the portrait information may be applicable to the present application, and should also be included in the scope of protection of the present application. The way of reference is included here.
  • step S22 determining image information of the wireless access point according to reference portrait information of at least one of the one or more reference access points.
  • the method for determining the image information of the wireless access point determined by the image information of the reference access point determined in step S22 may be to directly match the portrait information of the reference access point to the portrait information of the wireless access point, which is mainly For the case where the similarity between the reference access point and the wireless access point is relatively high, for example, the portrait information between the wireless access points with the same SSID within a certain distance range may match each other, etc., or may refer to the access point. Some information in the portrait information is supplemented by the image information of the wireless access point.
  • This case is mainly for the case where the image information in the wireless access point is not perfect, and the information corresponding to the portrait information of the access point needs to be supplemented.
  • the provider type information of the access point within a certain distance from the wireless access point may be supplemented with the portrait of the wireless access point.
  • Provider type information in the information, etc.; some information in the portrait information of the reference access point may also be used as a basis for modifying or updating the original image information of the wireless access point.
  • the image information of the wireless access point may be newly added by performing related data statistics, matching, and the like on the reference access point of the wireless access point, for example, by using statistics and the wireless access point.
  • Obtaining the provider size information of the wireless access point by adding the same access point of the SSID, that is, referring to the access point, and adding the information to the portrait information of the wireless access point to enrich Image information of the wireless access point, etc.
  • the reference access point satisfies at least one of the following:
  • the distance between the reference access point and the wireless access point is lower than a predetermined access point distance threshold
  • the matching degree between the neighboring access point of the reference access point and the neighboring access point of the wireless access point exceeds a predetermined neighboring access point matching threshold
  • the SSID matching degree of the reference access point and the wireless access point exceeds a predetermined identifier matching threshold
  • the access frequency information of the same user equipment accessing the reference access point and the wireless access point exceeds a predetermined common user quantity threshold
  • Different user equipments access the reference access point and the wireless access point, wherein the matching degree between the user portrait information of the user corresponding to the different user equipment exceeds a preset matching threshold of the user portrait information.
  • the reference access point may satisfy that: a distance between the reference access point and the wireless access point is lower than a predetermined access point distance threshold; specifically, the reference access point
  • the distance information of the wireless access point may be determined by determining the location information of the reference access point and the wireless access point, and then calculating between the reference access point and the wireless access point. And the distance information, and the reference access point and the wireless access are separately obtained by using the location information of the corresponding access point in the image information of the reference access point and the wireless access point, respectively.
  • the location information of the point may also be obtained by accessing the reference access point and the terminal of the wireless access point respectively, and further, through the GPS location of the terminal and the corresponding wireless access point.
  • the distance threshold needs to be set according to a specific situation. For example, the traffic near the wireless access point and the distribution of the wireless access point may be considered. The degree, etc., the threshold should not be too large, so as to avoid too many reference access points of the wireless access point, thereby affecting the accuracy of the image information of the wireless access point; it should not be too small, so as not to find the wireless access point. With reference to the access point, the purpose of enriching the image information of the wireless access point by referring to the portrait information of the access point cannot be achieved.
  • the reference access point may satisfy that the matching degree between the neighboring access point of the reference access point and the neighboring access point of the wireless access point exceeds a predetermined neighboring connection.
  • Incoming point matching threshold in particular, the neighboring access point of the reference access point and the neighboring access point of the wireless access point may be judged and determined by the location information of the access point, and the specific acquisition is performed.
  • the matching degree between the adjacent access points corresponding to the access point and the wireless access point may be the matching degree of the adjacent access point image information, and the setting of the threshold is also determined according to the specific situation.
  • the setting principle is similar to the setting principle of the above distance threshold, and details are not described herein again.
  • the reference access point may satisfy that: the SSID matching degree of the reference access point and the wireless access point exceeds a predetermined identifier matching threshold; specifically, the wireless access point
  • the SSID matching degree is relatively high, to some extent, the providers of these wireless access points may be the same. For example, if the SSID of the wireless access point is called “Starbucks Coffee” or some called “Starbucks”, there is called “ Starbucks Coffee”, then the providers of these wireless access points are all very likely to be Starbucks cafes.
  • the setting of the matching matching threshold may consider the length of the SSID, whether or not the key identification content is included, for example, if the SSID of the wireless access point is “Starbucks Coffee”, then “Starbucks” is the key of the provider business name. Content, and “Coffee” is the case of provider type key content.
  • the reference access point may satisfy that the access frequency information of the same user equipment accessing the reference access point and the wireless access point exceeds a predetermined common user quantity threshold; specifically, Accessing the same user equipment of the reference access point and the wireless access point, that is, a common user equipment of the reference access point and the wireless access point; the same user equipment accessing the reference
  • the frequency information of the access point and the wireless access point may represent the number of common users of the reference access point and the wireless access point to a certain extent, so the same user equipment accesses the same
  • the frequency information of the reference access point and the wireless access point exceeds the reference access point and the wireless connection
  • the threshold number of common users of the inbound point is used, the corresponding portrait information of the reference access point can be used as the reference image information of the wireless access point to enrich the portrait information of the wireless access point.
  • the access frequency information of the reference user access point and the wireless access point of the same user equipment may be obtained through the history record of the access wireless access point of the user equipment, or may be accessed through wireless access.
  • the log information obtained by the point is obtained, and the setting of the threshold number of the common user is also determined according to the specific situation.
  • the setting principle is similar to the setting principle of the distance threshold and the matching threshold, and details are not described herein.
  • the reference access point may be configured to: access the reference access point and the wireless access point by different user equipment, where the different user equipment corresponds to user portrait information of the user
  • the matching degree exceeds the preset user image information matching threshold;
  • the user portrait information is information indicating various characteristics of the user, for example, the user's personality, special features, hobbies and the like, and the matching degree of the different user portrait information exceeds a certain degree.
  • a preset threshold to some extent, the users corresponding to the different user portraits have many identical features, for example, having the same interests, special features, etc., and further, users having many identical features.
  • the wireless access points accessed by the user equipment may also have a certain similarity.
  • the different users when the interests of different users whose user image information matching degree exceeds a certain threshold are similar, the different users usually access the features. Similar wireless access point, at which point it is possible to access different users whose image information matches a certain threshold
  • the wireless access point serves as a reference access point, and the overall features of the reference access points are used to enrich the portrait information of the wireless access point. For example, both user A and user B prefer food, and the user image information matching degree of the two is used.
  • the threshold of the matching is exceeded, the provider of the wireless access point they access is gourmet, or there may be more food related, then we can access the wireless access point from the user A and the user B.
  • the two access the wireless access point in the history record as the reference access point the overall feature, that is, the "provider is the catering merchant" access point related information For enriching the portrait information of the wireless access point.
  • the setting of the matching threshold of the user image information is also determined according to the specific situation.
  • the setting principle is similar to the setting principle of the foregoing distance threshold, the neighboring access point matching threshold, and the common user number threshold, and details are not described herein again.
  • the matching degree between the user portrait information of the user corresponding to the different user equipment exceeds a preset.
  • the step S22 includes:
  • step S22 according to the reference portrait of the reference access point that satisfies the foregoing conditions. Determining the image information of the wireless access point, specifically, when the interests of different users whose user image information matching degree exceeds a certain threshold are similar, the different users usually access wireless access points with similar characteristics. The other wireless access points accessed by different users whose image information matching degree exceeds a certain threshold may be used as reference access points, and the overall features of the reference access points may be used to enrich the image of the wireless access point in step S22.
  • the providers of the wireless access points they access are gourmet, or are related to food. More, then we can start from the perspective that the wireless access points that User A and User B access are basically food-related wireless access points,
  • the wireless access point in the access history record is used as a reference access point, and the overall feature, that is, the information about the access point of the provider is the catering merchant, is used to enrich the portrait information of the wireless access point.
  • step S22 determining the portrait information of the wireless access point according to the reference portrait information of at least one of the one or more reference access points.
  • the method is only an example, and other existing or future possible reference picture information of the at least one reference access point of the one or more reference access points may be used to determine the image information of the wireless access point. This application is hereby incorporated by reference.
  • the method further includes:
  • S5 provides recommendation information to a corresponding user of the wireless access point according to the portrait information.
  • step S5 according to the portrait information, recommendation information is provided to a corresponding user of the wireless access point, specifically, when the user sends a wish to access the network through the wireless access point, until During the whole process of the user accessing the network through the wireless access point, the user may recommend information to the user according to the portrait information of the wireless access point, wherein the recommended information may directly come from the portrait information of the wireless access point. Can also be based on the image information of the relevant wireless access point The statistics of the related information and the information obtained by the matching, for example, by counting the number of wireless access points of the same SSID, the size information of the merchant can be recommended to the user, and the like.
  • connection attribute information in the portrait information is used to recommend the most suitable wireless access point to the user, for example, a wireless access point having a relatively high security level and a wide available bandwidth, and the like.
  • the related information may be recommended to the user according to the provider related information in the portrait information of the wireless access point accessed by the user, for example, when the provider of the wireless access point is When the merchant is in use, the product/service information of the merchant, and the preferential information thereof may be recommended to the user; when the provider of the wireless access point is the station or the library, the layout of the place, the location of the medical point, etc. may be recommended to the user. Information, etc.
  • the step S5 comprises:
  • the historical connection attribute information is provided to a user who is to establish a wireless connection
  • the historical connection attribute information provided by the user may generally include information such as access security, connection success ratio, scan connection ratio, available bandwidth, and connection-related complaints of the wireless access point, and the user may select an appropriate one according to the information.
  • the best quality wireless access point and further access to the network; further, when the user selects the wireless access point to access the network, according to the specific usage scenarios of the user, for example, online banking payment, video viewing, etc., and wireless access
  • the connection attribute information in the portrait information of the point is used to recommend the most suitable wireless access point to the user, for example, correspondingly, a wireless access point with a relatively high security level and a relatively wide available bandwidth.
  • the provider attribute information is provided to a user accessing the wireless access point.
  • recommendation information matching the provider attribute information specifically, according to the user
  • Providing related information to the user in the image information of the accessed wireless access point for example, when the provider of the wireless access point is a merchant, the commodity/service information of the merchant may be recommended to the user.
  • the recommendation information that matches the provider attribute information includes at least one of the following:
  • the recommendation information that matches the provider attribute information may include location information of the provider corresponding to the wireless access point, where the location information may be specific location information of the provider, or may be a provider. Referring to the location information of a well-known landmark, it may also be path information to the location of the provider.
  • the recommendation information that matches the provider attribute information may also include service information that matches the type of the provider, wherein the type of the provider may include a merchant, a clothing, an entertainment, etc., a station, a book Public places such as public halls, office buildings and other office places; etc.; service information matching these types of providers generally includes service information such as parking, concessions, and whether they can be delivered to the door, and the layout of functional departments in public places such as stations and libraries. Service information such as information desks, emergency medical points, etc.
  • the recommendation information that matches the provider attribute information may also include the service or product information of the provider, where the service or product information of the provider is generally a case where the provider is a merchant, and the product may be /The service offers, the latest products/services, etc. are recommended to the user.
  • the recommendation information that matches the provider attribute information may also include feedback information about the service or product of the provider, where the feedback information of the provider's service or product is generally also the provider is the merchant.
  • the feedback information of the provider's service or product is generally also the provider is the merchant.
  • they will provide feedback evaluation information after the products/services they have purchased/experienced, as this information corresponds to other products/services that wish to purchase/experience the provider. Users have a certain reference value. Can put these Information is recommended to the user.
  • the present application obtains access point related information of a wireless access point, for example, historical connection related information of a wireless access point, provider related information of a wireless access point, etc., according to the access.
  • Point-related information determining the image information of the wireless access point; thereby enabling the wireless access point to establish its own portrait through various information related thereto, thereby greatly enriching the information of the wireless access point, and accessing the wireless access
  • the in-point user provides a better experience, and also provides a basis and premise for further application based on the image information of the wireless access point, for example, the provider's goods, services, etc. in the image information of the wireless access point
  • the preferential information is provided to the user accessing the wireless access point; the wireless access point having the same characteristics can be counted by the big data processing according to the portrait information of the wireless access point.
  • the present application may also pass the information of the reference access point of the wireless access point, for example, an access point that is closer to the wireless access point and an access point that has a higher matching degree with the SSID of the wireless access point.
  • adjusting the image information of the wireless access point for example, adding the information content of the image information, modifying the original information content of the image information, etc.; thereby supplementing the image information of the wireless access point,
  • the image information of the wireless access point is further improved, and the experience of the user accessing the wireless access point is further improved.
  • the present application may further provide recommendation information to a corresponding user of the wireless access point according to the portrait information of the wireless access point, which may include providing historical connection attribute information of the wireless access point to the user to establish the wireless connection, for example, Connection success rate information, connection scan ratio information, etc. of the wireless access point; and may also include providing the provider attribute information or the recommendation matching the provider attribute information to a user accessing the wireless access point Information, for example, location information of a wireless access point provider, service information matching the type of the provider, service or product information of the provider, feedback information about the service or product of the provider, etc.; The user's access to the wireless access point is improved, and the diversified needs of the user when accessing the wireless access point are met.

Abstract

本申请的目的是提供一种用于对无线接入点进行画像分析的方法及设备。与现有技术相比,本申请通过获取无线接入点的接入点相关信息,例如,无线接入点的历史连接相关信息、无线接入点的提供者相关信息等,根据所述接入点相关信息,确定所述无线接入点的画像信息;从而使无线接入点通过与其相关的各种信息建立自己的画像,极大丰富了无线接入点的信息,为接入该无线接入点的用户提供更好的体验,同时也为进一步基于无线接入点的画像信息进行相关应用提供基础与前提。

Description

用于对无线接入点进行画像分析的方法与设备 技术领域
本发明涉及计算机领域,尤其涉及一种用于对无线接入点进行画像分析的技术。
背景技术
随着无线局域网络(WLAN:Wireless Local Area Networks)技术的不断发展及智能终端的普及,越来越多的用户通过终端设备接入无线局域网中的无线接入点的方式接入网络。目前,终端设备通过其接入网络的无线接入点,一般仅能够获取无线接入点的很少的相关信息,例如,无线接入点的SSID(Service Set Ident ifier)信息、MAC(Media Access Control或者Medium Access Control)地址信息等。
然而,随着通过无线接入点接入网络的方式越来越普及,在同一时空范围内也将会存在越来越多的无线接入点供用户接入,相应地,用户便会产生针对无线接入点的多样化需求,例如,用户需要接入最优选的,或者最适合自己的无线接入点,用户需要无线接入点提供关于其提供者的商品、服务优惠信息等等。
目前,随着越来越多的用户终端通过无线接入点接入无线网络,上述这种问题也会越来越突出。
发明内容
本申请的目的是提供一种用于对无线接入点进行画像分析的方法与设备。
根据本申请的一个方面,提供了一种用于对无线接入点进行画像分析的方法,其中,该方法包括:
获取无线接入点的接入点相关信息;
根据所述接入点相关信息,确定所述无线接入点的画像信息。
根据本申请的另一方面,还提供了一种用于对无线接入点进行画像分析 的设备,其中,该设备包括:
第一装置,用于获取无线接入点的接入点相关信息;
第二装置,用于根据所述接入点相关信息,确定所述无线接入点的画像信息。
与现有技术相比,本申请通过获取无线接入点的接入点相关信息,例如,无线接入点的历史连接相关信息、无线接入点的提供者相关信息等,根据所述接入点相关信息,确定所述无线接入点的画像信息;从而使无线接入点通过与其相关的各种信息建立自己的画像,极大丰富了无线接入点的信息,为接入该无线接入点的用户提供更好的体验,同时也为进一步基于无线接入点的画像信息进行相关应用提供基础与前提,例如,可将无线接入点的画像信息中的提供者的商品、服务等优惠信息提供给接入该无线接入点的用户;可根据无线接入点的画像信息通过大数据处理统计出具有相同特点的无线接入点等。
而且,本申请还可以通过无线接入点的参考接入点的信息,例如,可通过距离无线接入点较近的接入点、与无线接入点的SSID匹配度较高的接入点等作为参考无线接入点;对无线接入点的画像信息进行调整,例如,新增画像信息的信息内容、修改画像信息的原有信息内容等;从而补充了无线接入点的画像信息,使得无线接入点的画像信息更加完善,进一步提高接入该无线接入点的用户的体验。
此外,本申请还可以根据无线接入点的画像信息,向无线接入点的对应用户提供推荐信息,其中可包括向待建立无线连接的用户提供无线接入点的历史连接属性信息,例如,该无线接入点的连接成功率信息、连接扫描比信息等;也可包括向接入所述无线接入点的用户提供所述提供者属性信息或与所述提供者属性信息相匹配的推荐信息,例如,无线接入点提供者的位置信息、与所述提供者的类型相匹配的服务信息、提供者的服务或产品信息、关于所述提供者的服务或产品的反馈信息等;从而提高了用户接入无线接入点的体验,满足用户接入无线接入点时的多样化需求。
附图说明
通过阅读参照以下附图所作的对非限制性实施例所作的详细描述,本发明的其它特征、目的和优点将会变得更明显:
图1示出根据本申请一个方面的一种用于对无线接入点进行画像分析的设备示意图;
图2示出根据本申请一个优选实施例的一种用于对无线接入点进行画像分析的设备示意图;
图3示出根据本申请另一个优选实施例的一种用于对无线接入点进行画像分析的设备示意图;
图4示出根据本申请另一个方面的一种用于对无线接入点进行画像分析的方法流程图;
图5示出根据本申请一个优选实施例的一种用于对无线接入点进行画像分析的方法流程图;
图6示出根据本申请另一个优选实施例的一种用于对无线接入点进行画像分析的方法流程图。
附图中相同或相似的附图标记代表相同或相似的部件。
具体实施方式
下面结合附图对本发明作进一步详细描述。
在本申请一个典型的配置中,终端、服务网络的设备和可信方均包括一个或多个处理器(CPU)、输入/输出接口、网络接口和内存。
内存可能包括计算机可读介质中的非永久性存储器,随机存取存储器(RAM)和/或非易失性内存等形式,如只读存储器(ROM)或闪存(flash RAM)。内存是计算机可读介质的示例。
计算机可读介质包括永久性和非永久性、可移动和非可移动媒体可以由任何方法或技术来实现信息存储。信息可以是计算机可读指令、数据结构、程序的模块或其他数据。计算机的存储介质的例子包括,但不限于相变内存(PRAM)、静态随机存取存储器(SRAM)、动态随机存取存储器(DRAM)、其他类型的随机存取存储器(RAM)、只读存储器(ROM)、电可擦除可编程只读存储器(EEPROM)、快闪记忆体或其他内存技术、只读光盘 只读存储器(CD-ROM)、数字多功能光盘(DVD)或其他光学存储、磁盒式磁带,磁带磁盘存储或其他磁性存储设备或任何其他非传输介质,可用于存储可以被计算设备访问的信息。按照本文中的界定,计算机可读介质不包括非暂存电脑可读媒体(transitory media),如调制的数据信号和载波。
为更进一步阐述本申请所采取的技术手段及取得的效果,下面结合附图及较佳实施例,对本申请的技术方案,进行清楚和完整的描述。
参图1所示,展示了根据本申请的一个方面提供的一种用于对无线接入点进行画像分析的设备示意图,其中,该设备包括第一装置11及第二装置12,其中,第一装置11获取无线接入点的接入点相关信息;第二装置12根据所述接入点相关信息,确定所述无线接入点的画像信息。
具体地,第一装置11获取无线接入点的接入点相关信息,其中,接入点的相关信息,为与无线接入点相关的各种信息,例如,无线接入点的自身相关的SSID、MAC地址、加密方式、历史连接属性、所处位置的经纬度等信息,无线接入点提供者的类型信息、提供者商品或服务的优惠信息、提供者的路径信息、提供者的规模信息等,以及无线接入点相关的其他信息。其中,第一装置11获取无线接入点的接入点相关信息的方式,可以通过接入该无线接入点的用户设备获取,例如,通过用户设备的定位功能获取无线接入点的精确位置信息、用户通过用户设备提交的关于无线接入点的连接属性信息等;也可以通过无线接入点的提供者获取,例如提供者的商品或服务等的优惠信息及提供者的路径信息等;也可以通过与无线接入点相关的参考接入点的相关信息获取,将参考接入点的相关信息作为无线接入点的相关信息,例如,若将与无线接入点SSID相同的接入点作为参考接入点时,参考接入点的提供者相关信息便可作为无线接入点的提供者相关信息等。
在此,本领域的技术人员应当能够理解,上述第一装置11获取无线接入点的接入点相关信息的方式或途径仅为举例,其他现有的或者今后可能出现的获取无线接入点的接入点相关信息的方式或途径如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
继续在该实施例中,第二装置12根据所述接入点相关信息,确定所述无 线接入点的画像信息;具体地,无线接入点的画像信息形象地说明了无线接入点的各个特征,第二装置12具体确定所述无线接入点的画像信息的方式,包括根据无线接入点的各种相关信息,对这些信息按照一定的标准进行归类、统计、匹配等相应方式的处理,获取代表无线接入点相关特征的信息,来形成无线接入点的画像信息;同时还可以根据获取的无线接入点的新的相关信息,对无线接入点已有画像信息的增加、修改等操作。
在此,本领域的技术人员应当能够理解,上述第二装置12根据所述接入点相关信息,确定所述无线接入点的画像信息的方式仅为举例,其他现有的或者今后可能出现的根据所述接入点相关信息,确定所述无线接入点的画像信息的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
参图1所示,优选地,所述第二装置12根据所述接入点相关信息,并结合所述接入点相关信息对应的属性类型,确定所述无线接入点的画像信息,其中,所述画像信息包括与所述属性类型对应的画像标签信息。
具体地,第二装置12可将无线接入点的接入点相关信息根据不同的属性类型进行归类、梳理,进一步形成无线接入点的属性对应的画像标签信息;例如,无线接入点的安全、历史接入人次、历史扫描人次等信息,这些信息可归为无线接入点的连接属性中,可根据其中的无线接入点的安全信息及预设的安全标准,获取无线接入点的安全级别信息作为无线接入点的其中一个画像标签信息,还可根据其中的无线接入点的历史接入人次及历史扫描人次,获取无线接入点的连接扫描比信息作为无线接入点的其中一个画像标签信息等等。具体地,无线接入点的画像信息可包括多个无线接入点的属性类型,例如,无线接入点提供者属性、无线接入点的连接属性、接入无线接入点的终端拓展属性等。其中,所述画像信息包括与所述属性类型对应的画像标签信息,具体地,无线接入点的每个属性类型对应的画像标签信息的个数也不限制,可以是一个也可以为多个。具体地,第二装置12确定所述无线接入点的画像信息的方式,可以为将无线接入点的接入点相关信息,分别进行梳理,归入对应的属性类型中,建立起无线接入点的画像信息,对于其中有些属性类型中的接入点信息还需要统计、匹配、比较、判断等方式,获得对应的画 像标签信息,例如,无线接入点的连接属性相关信息,需要将用户历史扫描、接入等的频次信息进行统计、计算才可以获得该无线接入点的连接成功率、连接扫描比等画像标签信息。
继续在该实施例中,在此需要指出的是,并非无线接入点的所有的接入点相关信息都必须归入相应的属性类型中,若获取到新的无线接入点的接入点信息,而在该无线接入点的当前画像中没有对应的属性类型,则新建一个属性类型,增加至该无线接入点的画像信息中,以丰富该无线接入点的画像。
在此,本领域的技术人员应当能够理解,上述第二装置12根据所述接入点相关信息,并结合所述接入点相关信息对应的属性类型,确定所述无线接入点的画像信息的方式仅为举例,其他现有的或者今后可能出现的根据所述接入点相关信息,并结合所述接入点相关信息对应的属性类型,确定所述无线接入点的画像信息的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
优选地,所述属性类型包括以下至少任一项:
无线接入点对应的终端拓展属性;
无线接入点对应的提供者属性;
无线接入点的历史连接属性;
无线接入点的其他属性。
具体地,无线接入点对应的终端拓展属性,可以为通过接入该无线接入点的终端采集获取的与无线接入点相关的信息对应的属性类型,例如,通过终端采集获取无线接入点的精确位置信息、用户通过终端提交的关于无线接入点的安全性的评价信息等等。
具体地,无线接入点对应的提供者属性,可以为与无线接入点的提供者相关的信息对应的属性类型,此处,提供者相关信息与提供者的类型相关,若无线接入点提供者的类型为提供商品/服务的商户,则该无线接入点的提供者属性类型对应的相关信息可包括提供者的商品/服务相关的信息,例如,提供者的商品/服务的优惠信息、商品/服务的评价信息、提供者的精确位置信息等;若无线接入点提供者的类型为图书馆、车站等非营利的公共场所,则该无线接入点的提供者属性类型对应的相关信息可包括这些场所的基本介绍 信息,包括的职能部门布局情况信息,例如,图书馆的借/还书处、咨询处、图书放置介绍,车站的安全出口、候车室布局、医疗点等等。
具体地,无线接入点的历史连接属性,可以为与无线接入点的连接性能相关的信息对应的属性类型,由于无线接入点的本质作用,是为用户终端提供接入网络的接口,即用户终端通过连接无线接入点的方式接入网络,那么无线接入点的连接性能便成为用户对无线接入点最关心的问题之一,此处,与无线接入点的连接属性对应的相关信息可包括该无线接入点的连接安全性信息、可用带宽信息、连接成功率信息、连接扫描比信息等。
具体地,无线接入点的其他属性,可以为无线接入点相关的其他任何属性,也可以为根据接入点相关信息的具体内容,在没有合适的属性类型归入时,新建的无线接入点画像的属性类型,也可以为根据具体的需要直接为无线接入点的画像新建的属性类型等,例如,无线接入点的覆盖范围面积,及在该覆盖范围内的信号强度分布情况等等。
更优选地,所述第二装置12当所述接入点相关信息对应的属性类型包括无线接入点对应的终端拓展属性,根据所述接入点相关信息确定所述无线接入点的位置信息,以作为与所述终端拓展属性对应的画像标签信息。
在该实施例中,当接入点相关信息对应的属性类型包括无线接入点对应的终端拓展属性时,第二装置12根据所述接入点相关信息确定所述无线接入点的位置信息,具体地,第二装置12通过获取终端的GPS(全球定位系统:Global Positioning System)采集的位置信息,及该位置对应的无线接入点的信号强度信息,进一步计算出该无线接入点的准确的位置信息,实现无线接入点的室内定位,更具体地,第二装置12可通过终端GPS采集的位置所对应的该无线接入点的信号强度情况,在信号强度最高时,所对应的终端GPS采集的位置便为无线接入点的准确位置;此处,第二装置12也可通过终端获取的其周围其他无线接入点、基站等信息,协助无线接入点的准确定位。无线接入点的位置信息便作为与所述终端拓展属性对应的画像标签信息,通过该画像标签信息,可以实现无线接入点及用户终端的具体室内定位,例如,可以判断出用户在商场的具体楼层信息、或该商场的具体商户信息等;如此,便可以根据用户此时此刻的具体位置信息向用户推送最适合的信息,例如, 该楼层中打折优惠的商家信息,用户所在商户的优惠信息等。
更优选地,当所述接入点相关信息对应的属性类型包括无线接入点的历史连接属性,与所述历史连接属性对应的画像标签信息包括以下至少任一项:
所述无线接入点的连接成功率信息;
所述无线接入点的连接扫描比信息。
在该实施例中,当所述接入点相关信息对应的属性类型包括无线接入点的历史连接属性时,与该历史连接属性对应的画像标签信息可包括:所述无线接入点的连接成功率信息,具体地,无线接入点的连接成功率信息为:用户成功接入该无线接入点的频次信息与用户尝试连接该无线接入点的频次信息的比例值,该比例值便能够反应对应无线接入点的连接性能之一,也即无线接入点的有效率。其中,用户成功接入该无线接入点的频次信息及用户尝试连接该无线接入点的频次信息均通过数据统计获得。
在该实施例中,当所述接入点相关信息对应的属性类型包括无线接入点的历史连接属性时,与该历史连接属性对应的画像标签信息也可包括:所述无线接入点的连接扫描比信息,具体地,无线接入点的连接扫描比信息为:用户尝试连接该无线接入点的频次信息与用户终端扫描到该无线接入点的频次信息的比例值,该比例值便能够反应对应无线接入点的连接性能之一,也即该无线接入点的被认可率。其中,用户尝试连接该无线接入点的频次信息及用户终端扫描到该无线接入点的频次信息均通过数据统计获得。
具体地,上述无线接入点的历史连接属性对应的画像标签信息,可以为用户接入无线接入点时进行参考,例如,在用户同时扫描到多个可接入的无线接入点时,可以优先选择接入连接成功率或者被认可率更高的接入点;进一步地,还可以作为为用户推荐无线接入点的依据,例如,在用户请求接入无线网络时,网络设备可根据该用户终端附近多个无线接入点的连接成功率、被认可率信息等向用户推荐更优质的无线接入点,以使用户终端尽快实现网络连接,从而提高用户的体验度。
参图2所示,优选地,该设备还包括第三装置13及第四装置14,其中,第三装置13根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点;第四装置14根据所述一个或多个参考接入点中至少一个参考接入点, 对所述画像信息进行调整操作。
在该实施例中,该设备的第三装置13根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点,具体地,第三装置13可根据具体的情况,及无线接入点画像信息中的相关信息,来确定无线无线接入点的参考接入点,例如,可通过无线接入点画像信息中的终端拓展属性对应的画像标签信息,确定无线接入点的准确位置信息,进一步可确定该位置一定距离内的无线接入点作为参考接入点等,也可通过与无线接入点SSID相同的接入点作为参考接入点等。
在此,本领域的技术人员应当能够理解,上述第三装置13根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点的方式仅为举例,其他现有的或者今后可能出现的根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
在该实施例中,第四装置14根据所述一个或多个参考接入点中至少一个参考接入点,对所述画像信息进行调整操作,具体地,第四装置14可根据无线接入点的参考接入点的相关信息,丰富所述无线接入点的画像,作为距离而非限定,第四装置14可根据参考接入点的提供者相关信息补充无线接入点的提供者信息;具体地,可通过位置距离相近的无线接入点对应的提供者信息也会相似或者相同的情况,来根据无线接入点的参考接入点提供者信息,对无线接入点的提供者信息进行相关调整操作。当然,第四装置14还可以根据参考接入点的其他相关信息,来丰富无线接入点的画像信息,在此不再一一举例。
继续在该实施例中,第四装置14对所述画像信息进行调整操作的具体方式,可以为新增无线接入点的画像信息,例如,在无线接入点画像信息缺少提供者信息时,便可通过其位置附近的参考接入点的提供者信息,作为所述无线接入点的提供者信息,进一步便使所述无线接入点的画像信息增加了提供者信息对应的提供者属性类型;也可以为修改无线接入点的画像信息,例如,在无线接入点的画像信息产生变化的情况下,需要对无线接入点的画像信息进行修改或更新等调整操作;还可以包括根据该无线接入点的参考接入 点数量信息,增加该无线接入点的提供者规模信息,此处,可通过统计与所述无线接入点的SSID相同的接入点,即参考接入点,的数量信息,获取所述无线接入点的提供者规模信息,并将该信息增加至所述无线接入点的画像信息中。
在此,本领域的技术人员应当能够理解,上述第四装置14根据所述一个或多个参考接入点中至少一个参考接入点,对所述画像信息进行调整操作方式仅为举例,其他现有的或者今后可能出现的根据所述一个或多个参考接入点中至少一个参考接入点,对所述画像信息进行调整操作的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
更优选地,所述调整操作包括以下至少任一项:
根据所述至少一个参考接入点的参考画像信息在所述画像信息中新增信息内容;
根据所述至少一个参考接入点的参考画像信息修改所述画像信息中原有信息内容;
根据所述至少一个参考接入点的数量信息在所述画像信息中新增所述无线接入点对应的提供者规模信息。
在该实施例中,所述调整操作可以包括根据所述至少一个参考接入点的参考画像信息,在所述画像信息中新增信息内容,具体地,在所述画像信息中新增信息内容,一般为新增无线接入点画像信息中未出现的内容,此时新增的信息内容补充了无线接入点的画像信息,使无线接入点的画像信息更加丰富。其中,具体新增画像信息内容的举例请参考前述实施例,在此不再赘述。
继续在该实施例中,所述调整操作还可包括根据所述至少一个参考接入点的参考画像信息,修改所述画像信息中原有信息内容,具体地,修改所述画像信息中原有信息内容,一般为无线接入点的画像信息产生变化的情况,例如,在无线接入点的画像信息产生变化的情况下,需要对无线接入点的画像信息进行修改或更新等调整操作;此时,需要针对性的修改或更新无线接入点的画像信息,以确保无线接入点的画像信息代表无线接入点当前的特征信息,更加准确可信。
继续在该实施例中,所述调整操作还可包括根据所述至少一个参考接入点的数量信息,在所述画像信息中新增所述无线接入点对应的提供者规模信息,具体地,可根据该无线接入点的参考接入点数量信息,增加该无线接入点的提供者规模信息,此处,可通过统计与所述无线接入点的SSID相同的接入点,即参考接入点,的数量信息,获取所述无线接入点的提供者规模信息,并将该信息增加至所述无线接入点的画像信息中,以丰富无线接入点的画像信息。
优选地,所述第二装置12包括第二一单元(未示出)及第二二单元(未示出),其中,第二一单元根据所述接入点相关信息,确定所述无线接入点对应的一个或多个参考接入点;第二二单元根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息。
在该实施例中,第二装置12的第二一单元根据所述接入点相关信息,确定所述无线接入点对应的一个或多个参考接入点,具体地,第二一单元可根据具体的情况,及无线接入点画像信息中的相关信息,来确定无线无线接入点的参考接入点,例如,可通过无线接入点画像信息中的终端拓展属性对应的画像标签信息,确定无线接入点的准确位置信息,进一步可确定该位置一定距离内的无线接入点作为参考接入点等,也可通过与无线接入点SSID相同的接入点作为参考接入点等。
在此,本领域的技术人员应当能够理解,上述第二一单元根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点的方式仅为举例,其他现有的或者今后可能出现的根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
继续在该实施例中,第二二单元根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息,具体地,第二二单元根据第二一单元确定的参考接入点的画像信息,确定所述无线接入点的画像信息的方式,可以为直接将参考接入点的画像信息匹配为无线接入点的画像信息,该情况主要针对参考接入点与无线接入点相似度比较高的情况,例如,一定距离范围内的SSID相同的无线接入点之间的画像信息可以 相互匹配等;也可以为将参考接入点的画像信息中的某些信息,作为无线接入点画像信息的补充,该情况主要针对无线接入点中的画像信息不太完善,需要参考接入点的画像信息的对应信息给予补充的情况,例如,可以将与无线接入点一定距离范围内的接入点的提供者类型信息,补充所述无线接入点的画像信息中的提供者类型信息等;也可以为将参考接入点的画像信息中的某些信息,作为对无线接入点原有画像信息的修改或更新依据。
另外,第二二单元还可以通过对无线接入点的参考接入点的相关数据统计、匹配等处理,新增无线接入点的画像信息,例如,可通过统计与所述无线接入点的SSID相同的接入点,即参考接入点,的数量信息,获取所述无线接入点的提供者规模信息,并将该信息增加至所述无线接入点的画像信息中,以丰富无线接入点的画像信息等。
在一个优选的实施例中,所述参考接入点满足以下至少任一项:
所述参考接入点与所述无线接入点间的距离低于预定的接入点距离阈值;
所述参考接入点的相邻接入点与所述无线接入点的相邻接入点的匹配度超过预定的相邻接入点匹配阈值;
所述参考接入点与所述无线接入点的SSID匹配度超过预定的标识匹配阈值;
相同用户设备接入所述参考接入点与所述无线接入点的接入频次信息超过预定的共同用户数量阈值;
不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值。
在该实施例中,所述参考接入点可满足:所述参考接入点与所述无线接入点间的距离低于预定的接入点距离阈值;具体地,所述参考接入点与所述无线接入点的距离信息,可通过确定所述参考接入点与所述无线接入点位置信息后,再计算出所述参考接入点与所述无线接入点之间的距离信息,进一步地,可直接分别通过所述参考接入点与所述无线接入点的画像信息中对应的接入点的位置信息,分别获取所述参考接入点与所述无线接入点的位置信 息,也可通过接入所述参考接入点与所述无线接入点的终端分别获取二者的位置信息,更进一步地,通过终端的GPS定位及对应的无线接入点的信号强度,确定该无线接入点的准确位置信息等。其中,所述距离阈值需要根据具体情况设置,例如,可考虑无线接入点附近的客流量及无线接入点分布疏密程度等等,该阈值不宜过大,以免无线接入点有过多的参考接入点,进而影响无线接入点画像信息的准确度;也不宜过小,以免找不到无线接入点的参考接入点,无法达到通过参考接入点的画像信息丰富无线接入点画像信息的目的。
继续在该实施例中,所述参考接入点可满足:所述参考接入点的相邻接入点与所述无线接入点的相邻接入点的匹配度超过预定的相邻接入点匹配阈值;具体地,所述参考接入点的相邻接入点及所述无线接入点的相邻接入点,均可通过接入点的位置信息进行判断并确定,具体获取无线接入点的位置信息及通过所述位置信息计算接入点之间的距离的具体实现方式,请参考前述实施例,在此不再赘述。此处,参考接入点与无线接入点分别对应的相邻接入点间的匹配度,可以为所述相邻接入点画像信息的匹配度,该阈值的设置也需要根据具体情况决定,其设置原理与上述距离阈值的设置原理类似,在此不再赘述。
继续在该实施例中,所述参考接入点可满足:所述参考接入点与所述无线接入点的SSID匹配度超过预定的标识匹配阈值;具体地,所述无线接入点的SSID匹配度比较高时,在一定程度上代表,这些无线接入点的提供者可能相同,例如,若无线接入点的SSID均叫做“Starbucks Coffee”或者有的叫做“Starbucks”有的叫做“Starbucks Coffee”,那么这些无线接入点的提供者均为星巴克咖啡馆的可能性极大。此处,标识匹配阈值的设置,可考虑SSID的长度、是否含有关键标识内容等情况,例如,若无线接入点的SSID为“Starbucks Coffee”,则其中的“Starbucks”为提供者商户名称关键内容,而“Coffee”为提供者类型关键内容等情况。
继续在该实施例中,所述参考接入点可满足:相同用户设备接入所述参考接入点与所述无线接入点的接入频次信息超过预定的共同用户数量阈值;具体地,接入所述参考接入点与所述无线接入点的相同用户设备,即为所述 参考接入点与所述无线接入点的共同用户设备;所述相同用户设备接入所述参考接入点与所述无线接入点的频次信息,在一定程度上可代表所述参考接入点与所述无线接入点的共同用户数量,故,在所述相同用户设备接入所述参考接入点与所述无线接入点的频次信息超过所述参考接入点与所述无线接入点的共同用户数量阈值时,所对应的参考接入点的画像信息便可作为无线接入点的参考画像信息,以丰富无线接入点的画像信息。进一步地,相同用户设备接入所述参考接入点与所述无线接入点的接入频次信息,可通过该用户设备的接入无线接入点的历史记录获取,也可通过无线接入点被接入的日志记录信息获取等;其中,共同用户数量阈值的设置也需要根据具体情况决定,其设置原理与上述距离阈值、匹配阈值的设置原理类似,在此不再赘述。
继续在该实施例中,所述参考接入点可满足:不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值;其中的用户画像信息,为表示用户各种特征的信息,例如,用户的性格、特长、兴趣爱好信息等,在不同的用户画像信息匹配度超过一定预设阈值的情况下,在一定程度上表示所述不同的用户画像对应的用户之间具有很多相同的特征,例如,具有相同的兴趣爱好、特长等,那么进一步地,具有很多相同特征的用户通过用户设备接入的无线接入点之间也会具有一定的相似性;具体地,在用户画像信息匹配度超过一定阈值的不同用户的兴趣相似时,所述不同的用户通常会接入特征相似的无线接入点,此时可将画像信息匹配度超过一定阈值的不同用户接入的其它无线接入点作为参考接入点,将这些参考接入点的整体特征用于丰富无线接入点的画像信息,例如,用户A与用户B均比较喜欢美食,二者的用户画像信息匹配度超过一定匹配度阈值时,他们接入的无线接入点中提供者为美食,或者与美食相关的会比较多,那么我们便可以从所述用户A与用户B接入的无线接入点基本均是美食相关的无线接入点这个角度出发,将二者接入历史记录中的无线接入点作为参考接入点,其整体特征,即“提供者为餐饮商户”这个接入点相关信息,用于丰富无线接入点的画像信息。其中,用户画像信息的匹配阈值的设置也需要根据具体情况决定,其设置原理与上述距离阈值、相邻接入点匹配阈值、共同用户数量阈值的设置原理类 似,在此不再赘述。
优选地,当所述参考接入点满足不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值的条件时;
其中,所述第二二单元:
根据满足所述条件的所述参考接入点的参考画像信息,确定所述无线接入点的画像信息。
具体地,所述参考接入点满足条件的具体实现方式,请参考前述实施例的相应描述,在此不再赘述;第二二单元根据满足前述条件的所述参考接入点的参考画像信息,确定所述无线接入点的画像信息,具体地,在用户画像信息匹配度超过一定阈值的不同用户的兴趣相似时,所述不同的用户通常会接入特征相似的无线接入点,此时可将画像信息匹配度超过一定阈值的不同用户接入的其它无线接入点作为参考接入点,第二二单元可将这些参考接入点的整体特征用于丰富无线接入点的画像信息,例如,用户A与用户B均比较喜欢美食,二者的用户画像信息匹配度超过一定匹配度阈值时,他们接入的无线接入点中提供者为美食,或者与美食相关的会比较多,那么我们便可以从所述用户A与用户B接入的无线接入点基本均是美食相关的无线接入点这个角度出发,将二者接入历史记录中的无线接入点作为参考接入点,其整体特征,即“提供者为餐饮商户”这个接入点相关信息,用于丰富无线接入点的画像信息。
在此,本领域的技术人员应当能够理解,上述第二二单元根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息的方式仅为举例,其他现有的或者今后可能出现的根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
在一个优选的实施例(参照图3所示)中,该设备1还包括第五装置15,其中,第五装置15根据所述画像信息,向所述无线接入点的对应用户提供推荐信息。
在该实施例中,第五装置15根据所述画像信息,向所述无线接入点的对应用户提供推荐信息,具体地,从用户发出希望通过无线接入点接入网络时开始,直至用户处于通过无线接入点接入网络的状态的整个过程中,第五装置15均可以根据无线接入点的画像信息向用户推荐信息,其中,其推荐的信息可以直接来自于无线接入点的画像信息,也可以根据对相关无线接入点画像信息中相关信息的统计、匹配获得的信息,例如,通过统计相同SSID的无线接入点数量信息,可向用户推荐该商户的规模情况信息等等。
继续在该实施例中,进一步地,在用户选择无线接入点接入网络时,第五装置15可根据用户的具体使用场景,例如,网银支付、视频观看等,以及无线接入点的画像信息中的连接属性信息,向用户推荐最适合的无线接入点,例如,相应地可为安全级别比较高、可用带宽比较宽的无线接入点等。在用户通过无线接入点接入网络后,第五装置15可根据用户所接入的无线接入点的画像信息中的提供者相关信息,向用户推荐相关信息,例如,当无线接入点的提供者为商户时,可向用户推荐该商户的商品/服务信息,及其优惠信息等;当无线接入点的提供者为车站、图书馆时,可向用户推荐该场所的布局情况,医疗点位置等信息等。
优选地,所述第五装置包括第五一单元(未示出)或第五二单元(未示出),其中,第五一单元当所述画像信息中包括所述无线接入点的历史连接属性信息,向待建立无线连接的用户提供所述历史连接属性信息;第五二单元当所述画像信息中包括所述无线接入点对应的提供者属性信息,向接入所述无线接入点的用户提供所述提供者属性信息或与所述提供者属性信息相匹配的推荐信息。
在该实施例中,当所述画像信息中包括所述无线接入点的历史连接属性信息,第五一单元向待建立无线连接的用户提供所述历史连接属性信息,具体地,第五一单元可向用户提供的历史连接属性信息,一般可包括该无线接入点的接入安全性、连接成功比、扫描连接比、可用带宽、连接相关的投诉情况等信息,用户可根据这些信息选择适合的或者最优质的无线接入点,并进一步接入网络;进一步地,在用户选择无线接入点接入网络时,第五装置15可根据用户的具体使用场景,例如,网银支付、视频观看等,以及无线接 入点的画像信息中的连接属性信息,向用户推荐最适合的无线接入点,例如,相应地可为安全级别比较高、可用带宽比较宽的无线接入点等。
继续在该实施例中,当所述画像信息中包括所述无线接入点对应的提供者属性信息,第五二单元向接入所述无线接入点的用户提供所述提供者属性信息或与所述提供者属性信息相匹配的推荐信息,具体地,第五二单元可根据用户所接入的无线接入点的画像信息中的提供者相关信息,向用户推荐相关信息,例如,当无线接入点的提供者为商户时,可向用户推荐该商户的商品/服务信息,及其优惠信息等;当无线接入点的提供者为车站、图书馆时,可向用户推荐该场所的布局情况,医疗点位置等信息等。
更优选地,所述与所述提供者属性信息相匹配的推荐信息包括以下至少任一项:
所述无线接入点对应的提供者的位置信息;
与所述提供者的类型相匹配的服务信息;
所述提供者的服务或产品信息;
关于所述提供者的服务或产品的反馈信息。
具体地,与所述提供者属性信息相匹配的推荐信息可包括所述无线接入点对应的提供者的位置信息,其中,该位置信息可以为提供者的具体位置信息,也可以为提供者参照某知名地标的位置信息,也可以为到达提供者位置的路径信息等。
具体地,与所述提供者属性信息相匹配的推荐信息也可包括与所述提供者的类型相匹配的服务信息,其中,提供者的类型可包括餐饮、服饰、娱乐等商户,车站、图书馆等公共场所,写字楼等办公场所等等;与上述这些提供者类型匹配的服务信息一般包括商户的停车、优惠、是否可以送上门等服务信息,车站、图书馆等公共场所的职能部门布局情况、问讯处、紧急医疗点等服务信息等等。
具体地,与所述提供者属性信息相匹配的推荐信息也可包括所述提供者的服务或产品信息,其中,提供者的服务或产品信息一般为提供者为商户的情况,可以将其产品/服务的优惠活动、最新推出的产品/服务等信息推荐给用户。
具体地,与所述提供者属性信息相匹配的推荐信息也可包括关于所述提供者的服务或产品的反馈信息,其中,提供者的服务或产品的反馈信息,一般也为提供者为商户的情况,购买/体验过提供者的产品/服务的用户,将其对所购买/体验过的产品/服务后的进行反馈评价信息,由于这些信息对应其他希望购买/体验提供者的产品/服务的用户具有一定的参考价值。可将这些信息推荐给用户。
与现有技术相比,本申请通过获取无线接入点的接入点相关信息,例如,无线接入点的历史连接相关信息、无线接入点的提供者相关信息等,根据所述接入点相关信息,确定所述无线接入点的画像信息;从而使无线接入点通过与其相关的各种信息建立自己的画像,极大丰富了无线接入点的信息,为接入该无线接入点的用户提供更好的体验,同时也为进一步基于无线接入点的画像信息进行相关应用提供基础与前提,例如,可将无线接入点的画像信息中的提供者的商品、服务等优惠信息提供给接入该无线接入点的用户;可根据无线接入点的画像信息通过大数据处理统计出具有相同特点的无线接入点等。
而且,本申请还可以通过无线接入点的参考接入点的信息,例如,可通过距离无线接入点较近的接入点、与无线接入点的SSID匹配度较高的接入点等作为参考无线接入点;对无线接入点的画像信息进行调整,例如,新增画像信息的信息内容、修改画像信息的原有信息内容等;从而补充了无线接入点的画像信息,使得无线接入点的画像信息更加完善,进一步提高接入该无线接入点的用户的体验。
此外,本申请还可以根据无线接入点的画像信息,向无线接入点的对应用户提供推荐信息,其中可包括向待建立无线连接的用户提供无线接入点的历史连接属性信息,例如,该无线接入点的连接成功率信息、连接扫描比信息等;也可包括向接入所述无线接入点的用户提供所述提供者属性信息或与所述提供者属性信息相匹配的推荐信息,例如,无线接入点提供者的位置信息、与所述提供者的类型相匹配的服务信息、提供者的服务或产品信息、关于所述提供者的服务或产品的反馈信息等;从而提高了用户接入无线接入点的体验,满足用户接入无线接入点时的多样化需求。
参图4所示,展示了根据本申请的一个方面提供的一种用于对无线接入点进行画像分析的方法流程图,其中,该方法包括:
S1获取无线接入点的接入点相关信息;
S2根据所述接入点相关信息,确定所述无线接入点的画像信息。
具体地,在步骤S1中,获取无线接入点的接入点相关信息,其中,接入点的相关信息,为与无线接入点相关的各种信息,例如,无线接入点的自身相关的SSID、MAC地址、加密方式、历史连接属性、所处位置的经纬度等信息,无线接入点提供者的类型信息、提供者商品或服务的优惠信息、提供者的路径信息、提供者的规模信息等,以及无线接入点相关的其他信息。其中,在步骤S1中,获取无线接入点的接入点相关信息的方式,可以通过接入该无线接入点的用户设备获取,例如,通过用户设备的定位功能获取无线接入点的精确位置信息、用户通过用户设备提交的关于无线接入点的连接属性信息等;也可以通过无线接入点的提供者获取,例如提供者的商品或服务等的优惠信息及提供者的路径信息等;也可以通过与无线接入点相关的参考接入点的相关信息获取,将参考接入点的相关信息作为无线接入点的相关信息,例如,若将与无线接入点SSID相同的接入点作为参考接入点时,参考接入点的提供者相关信息便可作为无线接入点的提供者相关信息等。
在此,本领域的技术人员应当能够理解,上述步骤S1中获取无线接入点的接入点相关信息的方式或途径仅为举例,其他现有的或者今后可能出现的获取无线接入点的接入点相关信息的方式或途径如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
继续在该实施例中,在步骤S2中,根据所述接入点相关信息,确定所述无线接入点的画像信息;具体地,无线接入点的画像信息形象地说明了无线接入点的各个特征,具体确定所述无线接入点的画像信息的方式,包括根据无线接入点的各种相关信息,对这些信息按照一定的标准进行归类、统计、匹配等相应方式的处理,获取代表无线接入点相关特征的信息,来形成无线接入点的画像信息;同时还可以根据获取的无线接入点的新的相关信息,对无线接入点已有画像信息的增加、修改等操作。
在此,本领域的技术人员应当能够理解,上述步骤S2中根据所述接入点 相关信息,确定所述无线接入点的画像信息的方式仅为举例,其他现有的或者今后可能出现的根据所述接入点相关信息,确定所述无线接入点的画像信息的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
优选地,所述步骤S2包括:
根据所述接入点相关信息,并结合所述接入点相关信息对应的属性类型,确定所述无线接入点的画像信息,其中,所述画像信息包括与所述属性类型对应的画像标签信息。
具体地,在步骤S2中,可将无线接入点的接入点相关信息根据不同的属性类型进行归类、梳理,进一步形成无线接入点的属性对应的画像标签信息;例如,无线接入点的安全、历史接入人次、历史扫描人次等信息,这些信息可归为无线接入点的连接属性中,可根据其中的无线接入点的安全信息及预设的安全标准,获取无线接入点的安全级别信息作为无线接入点的其中一个画像标签信息,还可根据其中的无线接入点的历史接入人次及历史扫描人次,获取无线接入点的连接扫描比信息作为无线接入点的其中一个画像标签信息等等。具体地,无线接入点的画像信息可包括多个无线接入点的属性类型,例如,无线接入点提供者属性、无线接入点的连接属性、接入无线接入点的终端拓展属性等。其中,所述画像信息包括与所述属性类型对应的画像标签信息,具体地,无线接入点的每个属性类型对应的画像标签信息的个数也不限制,可以是一个也可以为多个。具体地,步骤S2中确定所述无线接入点的画像信息的方式,可以为将无线接入点的接入点相关信息,分别进行梳理,归入对应的属性类型中,建立起无线接入点的画像信息,对于其中有些属性类型中的接入点信息还需要统计、匹配、比较、判断等方式,获得对应的画像标签信息,例如,无线接入点的连接属性相关信息,需要将用户历史扫描、接入等的频次信息进行统计、计算才可以获得该无线接入点的连接成功率、连接扫描比等画像标签信息。
继续在该实施例中,在此需要指出的是,并非无线接入点的所有的接入点相关信息都必须归入相应的属性类型中,若获取到新的无线接入点的接入点信息,而在该无线接入点的当前画像中没有对应的属性类型,则新建一个 属性类型,增加至该无线接入点的画像信息中,以丰富该无线接入点的画像。
在此,本领域的技术人员应当能够理解,上述步骤S2中根据所述接入点相关信息,并结合所述接入点相关信息对应的属性类型,确定所述无线接入点的画像信息的方式仅为举例,其他现有的或者今后可能出现的根据所述接入点相关信息,并结合所述接入点相关信息对应的属性类型,确定所述无线接入点的画像信息的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
优选地,所述属性类型包括以下至少任一项:
无线接入点对应的终端拓展属性;
无线接入点对应的提供者属性;
无线接入点的历史连接属性;
无线接入点的其他属性。
具体地,无线接入点对应的终端拓展属性,可以为通过接入该无线接入点的终端采集获取的与无线接入点相关的信息对应的属性类型,例如,通过终端采集获取无线接入点的精确位置信息、用户通过终端提交的关于无线接入点的安全性的评价信息等等。
具体地,无线接入点对应的提供者属性,可以为与无线接入点的提供者相关的信息对应的属性类型,此处,提供者相关信息与提供者的类型相关,若无线接入点提供者的类型为提供商品/服务的商户,则该无线接入点的提供者属性类型对应的相关信息可包括提供者的商品/服务相关的信息,例如,提供者的商品/服务的优惠信息、商品/服务的评价信息、提供者的精确位置信息等;若无线接入点提供者的类型为图书馆、车站等非营利的公共场所,则该无线接入点的提供者属性类型对应的相关信息可包括这些场所的基本介绍信息,包括的职能部门布局情况信息,例如,图书馆的借/还书处、咨询处、图书放置介绍,车站的安全出口、候车室布局、医疗点等等。
具体地,无线接入点的历史连接属性,可以为与无线接入点的连接性能相关的信息对应的属性类型,由于无线接入点的本质作用,是为用户终端提供接入网络的接口,即用户终端通过连接无线接入点的方式接入网络,那么无线接入点的连接性能便成为用户对无线接入点最关心的问题之一,此处, 与无线接入点的连接属性对应的相关信息可包括该无线接入点的连接安全性信息、可用带宽信息、连接成功率信息、连接扫描比信息等。
具体地,无线接入点的其他属性,可以为无线接入点相关的其他任何属性,也可以为根据接入点相关信息的具体内容,在没有合适的属性类型归入时,新建的无线接入点画像的属性类型,也可以为根据具体的需要直接为无线接入点的画像新建的属性类型等,例如,无线接入点的覆盖范围面积,及在该覆盖范围内的信号强度分布情况等等。
更优选地,所述步骤S2还包括:
当所述接入点相关信息对应的属性类型包括无线接入点对应的终端拓展属性,根据所述接入点相关信息确定所述无线接入点的位置信息,以作为与所述终端拓展属性对应的画像标签信息。
在该实施例中,当接入点相关信息对应的属性类型包括无线接入点对应的终端拓展属性时,在步骤S2中,根据所述接入点相关信息确定所述无线接入点的位置信息,具体地,通过获取终端的GPS采集的位置信息,及该位置对应的无线接入点的信号强度信息,进一步计算出该无线接入点的准确的位置信息,实现无线接入点的室内定位,更具体地,在步骤S2中,可通过终端GPS采集的位置所对应的该无线接入点的信号强度情况,在信号强度最高时,所对应的终端GPS采集的位置便为无线接入点的准确位置;此处,在步骤S2中,也可通过终端获取的其周围其他无线接入点、基站等信息,协助无线接入点的准确定位。无线接入点的位置信息便作为与所述终端拓展属性对应的画像标签信息,通过该画像标签信息,可以实现无线接入点及用户终端的具体室内定位,例如,可以判断出用户在商场的具体楼层信息、或该商场的具体商户信息等;如此,便可以根据用户此时此刻的具体位置信息向用户推送最适合的信息,例如,该楼层中打折优惠的商家信息,用户所在商户的优惠信息等。
更优选地,当所述接入点相关信息对应的属性类型包括无线接入点的历史连接属性,与所述历史连接属性对应的画像标签信息包括以下至少任一项:
所述无线接入点的连接成功率信息;
所述无线接入点的连接扫描比信息。
在该实施例中,当所述接入点相关信息对应的属性类型包括无线接入点的历史连接属性时,与该历史连接属性对应的画像标签信息可包括:所述无线接入点的连接成功率信息,具体地,无线接入点的连接成功率信息为:用户成功接入该无线接入点的频次信息与用户尝试连接该无线接入点的频次信息的比例值,该比例值便能够反应对应无线接入点的连接性能之一,也即无线接入点的有效率。其中,用户成功接入该无线接入点的频次信息及用户尝试连接该无线接入点的频次信息均通过数据统计获得。
在该实施例中,当所述接入点相关信息对应的属性类型包括无线接入点的历史连接属性时,与该历史连接属性对应的画像标签信息也可包括:所述无线接入点的连接扫描比信息,具体地,无线接入点的连接扫描比信息为:用户尝试连接该无线接入点的频次信息与用户终端扫描到该无线接入点的频次信息的比例值,该比例值便能够反应对应无线接入点的连接性能之一,也即该无线接入点的被认可率。其中,用户尝试连接该无线接入点的频次信息及用户终端扫描到该无线接入点的频次信息均通过数据统计获得。
具体地,上述无线接入点的历史连接属性对应的画像标签信息,可以为用户接入无线接入点时进行参考,例如,在用户同时扫描到多个可接入的无线接入点时,可以优先选择接入连接成功率或者被认可率更高的接入点;进一步地,还可以作为为用户推荐无线接入点的依据,例如,在用户请求接入无线网络时,网络设备可根据该用户终端附近多个无线接入点的连接成功率、被认可率信息等向用户推荐更优质的无线接入点,以使用户终端尽快实现网络连接,从而提高用户的体验度。
参图5所示,优选地,该方法还包括:
S3根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点;
S4根据所述一个或多个参考接入点中至少一个参考接入点,对所述画像信息进行调整操作。
在该实施例中,在步骤S3中,根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点,具体地,在步骤S3中,可根据具体的情况,及无线接入点画像信息中的相关信息,来确定无线无线接入点的参考接入点, 例如,可通过无线接入点画像信息中的终端拓展属性对应的画像标签信息,确定无线接入点的准确位置信息,进一步可确定该位置一定距离内的无线接入点作为参考接入点等,也可通过与无线接入点SSID相同的接入点作为参考接入点等。
在此,本领域的技术人员应当能够理解,上述步骤S3中根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点的方式仅为举例,其他现有的或者今后可能出现的根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
在该实施例中,在步骤S4中,根据所述一个或多个参考接入点中至少一个参考接入点,对所述画像信息进行调整操作,具体地,可根据无线接入点的参考接入点的相关信息,丰富所述无线接入点的画像,作为距离而非限定,可根据参考接入点的提供者相关信息补充无线接入点的提供者信息;具体地,可通过位置距离相近的无线接入点对应的提供者信息也会相似或者相同的情况,来根据无线接入点的参考接入点提供者信息,对无线接入点的提供者信息进行相关调整操作。当然,在步骤S4中,还可以根据参考接入点的其他相关信息,来丰富无线接入点的画像信息,在此不再一一举例。
继续在该实施例中,在步骤S4中,对所述画像信息进行调整操作的具体方式,可以为新增无线接入点的画像信息,例如,在无线接入点画像信息缺少提供者信息时,便可通过其位置附近的参考接入点的提供者信息,作为所述无线接入点的提供者信息,进一步便使所述无线接入点的画像信息增加了提供者信息对应的提供者属性类型;也可以为修改无线接入点的画像信息,例如,在无线接入点的画像信息产生变化的情况下,需要对无线接入点的画像信息进行修改或更新等调整操作;还可以包括根据该无线接入点的参考接入点数量信息,增加该无线接入点的提供者规模信息,此处,可通过统计与所述无线接入点的SSID相同的接入点,即参考接入点,的数量信息,获取所述无线接入点的提供者规模信息,并将该信息增加至所述无线接入点的画像信息中。
在此,本领域的技术人员应当能够理解,上述步骤S4中根据所述一个或 多个参考接入点中至少一个参考接入点,对所述画像信息进行调整操作方式仅为举例,其他现有的或者今后可能出现的根据所述一个或多个参考接入点中至少一个参考接入点,对所述画像信息进行调整操作的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
更优选地,所述调整操作包括以下至少任一项:
根据所述至少一个参考接入点的参考画像信息在所述画像信息中新增信息内容;
根据所述至少一个参考接入点的参考画像信息修改所述画像信息中原有信息内容;
根据所述至少一个参考接入点的数量信息在所述画像信息中新增所述无线接入点对应的提供者规模信息。
在该实施例中,所述调整操作可以包括根据所述至少一个参考接入点的参考画像信息,在所述画像信息中新增信息内容,具体地,在所述画像信息中新增信息内容,一般为新增无线接入点画像信息中未出现的内容,此时新增的信息内容补充了无线接入点的画像信息,使无线接入点的画像信息更加丰富。其中,具体新增画像信息内容的举例请参考前述实施例,在此不再赘述。
继续在该实施例中,所述调整操作还可包括根据所述至少一个参考接入点的参考画像信息,修改所述画像信息中原有信息内容,具体地,修改所述画像信息中原有信息内容,一般为无线接入点的画像信息产生变化的情况,例如,在无线接入点的画像信息产生变化的情况下,需要对无线接入点的画像信息进行修改或更新等调整操作;此时,需要针对性的修改或更新无线接入点的画像信息,以确保无线接入点的画像信息代表无线接入点当前的特征信息,更加准确可信。
继续在该实施例中,所述调整操作还可包括根据所述至少一个参考接入点的数量信息,在所述画像信息中新增所述无线接入点对应的提供者规模信息,具体地,可根据该无线接入点的参考接入点数量信息,增加该无线接入点的提供者规模信息,此处,可通过统计与所述无线接入点的SSID相同的接入点,即参考接入点,的数量信息,获取所述无线接入点的提供者规模信息, 并将该信息增加至所述无线接入点的画像信息中,以丰富无线接入点的画像信息。
优选地,所述步骤S2包括:
S21(未示出)根据所述接入点相关信息,确定所述无线接入点对应的一个或多个参考接入点;
S22(未示出)根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息。
在该实施例中,在步骤S21中,根据所述接入点相关信息,确定所述无线接入点对应的一个或多个参考接入点,具体地,可根据具体的情况,及无线接入点画像信息中的相关信息,来确定无线无线接入点的参考接入点,例如,可通过无线接入点画像信息中的终端拓展属性对应的画像标签信息,确定无线接入点的准确位置信息,进一步可确定该位置一定距离内的无线接入点作为参考接入点等,也可通过与无线接入点SSID相同的接入点作为参考接入点等。
在此,本领域的技术人员应当能够理解,上述步骤S21中根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点的方式仅为举例,其他现有的或者今后可能出现的根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
继续在该实施例中,在步骤S22中,根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息,具体地,在步骤S22中确定的参考接入点的画像信息,确定所述无线接入点的画像信息的方式,可以为直接将参考接入点的画像信息匹配为无线接入点的画像信息,该情况主要针对参考接入点与无线接入点相似度比较高的情况,例如,一定距离范围内的SSID相同的无线接入点之间的画像信息可以相互匹配等;也可以为将参考接入点的画像信息中的某些信息,作为无线接入点画像信息的补充,该情况主要针对无线接入点中的画像信息不太完善,需要参考接入点的画像信息的对应信息给予补充的情况,例如,可以将与无线接入点一定距离范围内的接入点的提供者类型信息,补充所述无线接入点的画像 信息中的提供者类型信息等;也可以为将参考接入点的画像信息中的某些信息,作为对无线接入点原有画像信息的修改或更新依据。
另外,在步骤S22中还可以通过对无线接入点的参考接入点的相关数据统计、匹配等处理,新增无线接入点的画像信息,例如,可通过统计与所述无线接入点的SSID相同的接入点,即参考接入点,的数量信息,获取所述无线接入点的提供者规模信息,并将该信息增加至所述无线接入点的画像信息中,以丰富无线接入点的画像信息等。
在一个优选的实施例中,所述参考接入点满足以下至少任一项:
所述参考接入点与所述无线接入点间的距离低于预定的接入点距离阈值;
所述参考接入点的相邻接入点与所述无线接入点的相邻接入点的匹配度超过预定的相邻接入点匹配阈值;
所述参考接入点与所述无线接入点的SSID匹配度超过预定的标识匹配阈值;
相同用户设备接入所述参考接入点与所述无线接入点的接入频次信息超过预定的共同用户数量阈值;
不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值。
在该实施例中,所述参考接入点可满足:所述参考接入点与所述无线接入点间的距离低于预定的接入点距离阈值;具体地,所述参考接入点与所述无线接入点的距离信息,可通过确定所述参考接入点与所述无线接入点位置信息后,再计算出所述参考接入点与所述无线接入点之间的距离信息,进一步地,可直接分别通过所述参考接入点与所述无线接入点的画像信息中对应的接入点的位置信息,分别获取所述参考接入点与所述无线接入点的位置信息,也可通过接入所述参考接入点与所述无线接入点的终端分别获取二者的位置信息,更进一步地,通过终端的GPS定位及对应的无线接入点的信号强度,确定该无线接入点的准确位置信息等。其中,所述距离阈值需要根据具体情况设置,例如,可考虑无线接入点附近的客流量及无线接入点分布疏密 程度等等,该阈值不宜过大,以免无线接入点有过多的参考接入点,进而影响无线接入点画像信息的准确度;也不宜过小,以免找不到无线接入点的参考接入点,无法达到通过参考接入点的画像信息丰富无线接入点画像信息的目的。
继续在该实施例中,所述参考接入点可满足:所述参考接入点的相邻接入点与所述无线接入点的相邻接入点的匹配度超过预定的相邻接入点匹配阈值;具体地,所述参考接入点的相邻接入点及所述无线接入点的相邻接入点,均可通过接入点的位置信息进行判断并确定,具体获取无线接入点的位置信息及通过所述位置信息计算接入点之间的距离的具体实现方式,请参考前述实施例,在此不再赘述。此处,参考接入点与无线接入点分别对应的相邻接入点间的匹配度,可以为所述相邻接入点画像信息的匹配度,该阈值的设置也需要根据具体情况决定,其设置原理与上述距离阈值的设置原理类似,在此不再赘述。
继续在该实施例中,所述参考接入点可满足:所述参考接入点与所述无线接入点的SSID匹配度超过预定的标识匹配阈值;具体地,所述无线接入点的SSID匹配度比较高时,在一定程度上代表,这些无线接入点的提供者可能相同,例如,若无线接入点的SSID均叫做“Starbucks Coffee”或者有的叫做“Starbucks”有的叫做“Starbucks Coffee”,那么这些无线接入点的提供者均为星巴克咖啡馆的可能性极大。此处,标识匹配阈值的设置,可考虑SSID的长度、是否含有关键标识内容等情况,例如,若无线接入点的SSID为“Starbucks Coffee”,则其中的“Starbucks”为提供者商户名称关键内容,而“Coffee”为提供者类型关键内容等情况。
继续在该实施例中,所述参考接入点可满足:相同用户设备接入所述参考接入点与所述无线接入点的接入频次信息超过预定的共同用户数量阈值;具体地,接入所述参考接入点与所述无线接入点的相同用户设备,即为所述参考接入点与所述无线接入点的共同用户设备;所述相同用户设备接入所述参考接入点与所述无线接入点的频次信息,在一定程度上可代表所述参考接入点与所述无线接入点的共同用户数量,故,在所述相同用户设备接入所述参考接入点与所述无线接入点的频次信息超过所述参考接入点与所述无线接 入点的共同用户数量阈值时,所对应的参考接入点的画像信息便可作为无线接入点的参考画像信息,以丰富无线接入点的画像信息。进一步地,相同用户设备接入所述参考接入点与所述无线接入点的接入频次信息,可通过该用户设备的接入无线接入点的历史记录获取,也可通过无线接入点被接入的日志记录信息获取等;其中,共同用户数量阈值的设置也需要根据具体情况决定,其设置原理与上述距离阈值、匹配阈值的设置原理类似,在此不再赘述。
继续在该实施例中,所述参考接入点可满足:不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值;其中的用户画像信息,为表示用户各种特征的信息,例如,用户的性格、特长、兴趣爱好信息等,在不同的用户画像信息匹配度超过一定预设阈值的情况下,在一定程度上表示所述不同的用户画像对应的用户之间具有很多相同的特征,例如,具有相同的兴趣爱好、特长等,那么进一步地,具有很多相同特征的用户通过用户设备接入的无线接入点之间也会具有一定的相似性;具体地,在用户画像信息匹配度超过一定阈值的不同用户的兴趣相似时,所述不同的用户通常会接入特征相似的无线接入点,此时可将画像信息匹配度超过一定阈值的不同用户接入的其它无线接入点作为参考接入点,将这些参考接入点的整体特征用于丰富无线接入点的画像信息,例如,用户A与用户B均比较喜欢美食,二者的用户画像信息匹配度超过一定匹配度阈值时,他们接入的无线接入点中提供者为美食,或者与美食相关的会比较多,那么我们便可以从所述用户A与用户B接入的无线接入点基本均是美食相关的无线接入点这个角度出发,将二者接入历史记录中的无线接入点作为参考接入点,其整体特征,即“提供者为餐饮商户”这个接入点相关信息,用于丰富无线接入点的画像信息。其中,用户画像信息的匹配阈值的设置也需要根据具体情况决定,其设置原理与上述距离阈值、相邻接入点匹配阈值、共同用户数量阈值的设置原理类似,在此不再赘述。
优选地,当所述参考接入点满足不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值的条件时;
其中,所述步骤S22包括:
根据满足所述条件的所述参考接入点的参考画像信息,确定所述无线接入点的画像信息。
具体地,所述参考接入点满足条件的具体实现方式,请参考前述实施例的相应描述,在此不再赘述;在步骤S22中,根据满足前述条件的所述参考接入点的参考画像信息,确定所述无线接入点的画像信息具体地,在用户画像信息匹配度超过一定阈值的不同用户的兴趣相似时,所述不同的用户通常会接入特征相似的无线接入点,此时可将画像信息匹配度超过一定阈值的不同用户接入的其它无线接入点作为参考接入点,在步骤S22中可将这些参考接入点的整体特征用于丰富无线接入点的画像信息,例如,用户A与用户B均比较喜欢美食,二者的用户画像信息匹配度超过一定匹配度阈值时,他们接入的无线接入点中提供者为美食,或者与美食相关的会比较多,那么我们便可以从所述用户A与用户B接入的无线接入点基本均是美食相关的无线接入点这个角度出发,将二者接入历史记录中的无线接入点作为参考接入点,其整体特征,即“提供者为餐饮商户”这个接入点相关信息,用于丰富无线接入点的画像信息。
在此,本领域的技术人员应当能够理解,上述步骤S22中根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息的方式仅为举例,其他现有的或者今后可能出现的根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息的方式如可适用于本申请,也应包含在本申请保护范围以内,并在此以引用的方式包含于此。
参图6所示,在一个优选的实施例中,该方法还包括:
S5根据所述画像信息,向所述无线接入点的对应用户提供推荐信息。
在该实施例中,在步骤S5中,根据所述画像信息,向所述无线接入点的对应用户提供推荐信息,具体地,从用户发出希望通过无线接入点接入网络时开始,直至用户处于通过无线接入点接入网络的状态的整个过程中,均可以根据无线接入点的画像信息向用户推荐信息,其中,其推荐的信息可以直接来自于无线接入点的画像信息,也可以根据对相关无线接入点画像信息中 相关信息的统计、匹配获得的信息,例如,通过统计相同SSID的无线接入点数量信息,可向用户推荐该商户的规模情况信息等等。
继续在该实施例中,进一步地,在用户选择无线接入点接入网络时,在步骤S5中,可根据用户的具体使用场景,例如,网银支付、视频观看等,以及无线接入点的画像信息中的连接属性信息,向用户推荐最适合的无线接入点,例如,相应地可为安全级别比较高、可用带宽比较宽的无线接入点等。在用户通过无线接入点接入网络后,可根据用户所接入的无线接入点的画像信息中的提供者相关信息,向用户推荐相关信息,例如,当无线接入点的提供者为商户时,可向用户推荐该商户的商品/服务信息,及其优惠信息等;当无线接入点的提供者为车站、图书馆时,可向用户推荐该场所的布局情况,医疗点位置等信息等。
优选地,所述步骤S5包括:
S51(未示出)当所述画像信息中包括所述无线接入点的历史连接属性信息,向待建立无线连接的用户提供所述历史连接属性信息;或
S52(未示出)当所述画像信息中包括所述无线接入点对应的提供者属性信息,向接入所述无线接入点的用户提供所述提供者属性信息或与所述提供者属性信息相匹配的推荐信息。
在该实施例中,当所述画像信息中包括所述无线接入点的历史连接属性信息,在步骤S51中,向待建立无线连接的用户提供所述历史连接属性信息,具体地,可向用户提供的历史连接属性信息,一般可包括该无线接入点的接入安全性、连接成功比、扫描连接比、可用带宽、连接相关的投诉情况等信息,用户可根据这些信息选择适合的或者最优质的无线接入点,并进一步接入网络;进一步地,在用户选择无线接入点接入网络时,可根据用户的具体使用场景,例如,网银支付、视频观看等,以及无线接入点的画像信息中的连接属性信息,向用户推荐最适合的无线接入点,例如,相应地可为安全级别比较高、可用带宽比较宽的无线接入点等。
继续在该实施例中,当所述画像信息中包括所述无线接入点对应的提供者属性信息,在步骤S52中,向接入所述无线接入点的用户提供所述提供者属性信息或与所述提供者属性信息相匹配的推荐信息,具体地,可根据用户 所接入的无线接入点的画像信息中的提供者相关信息,向用户推荐相关信息,例如,当无线接入点的提供者为商户时,可向用户推荐该商户的商品/服务信息,及其优惠信息等;当无线接入点的提供者为车站、图书馆时,可向用户推荐该场所的布局情况,医疗点位置等信息等。
更优选地,所述与所述提供者属性信息相匹配的推荐信息包括以下至少任一项:
所述无线接入点对应的提供者的位置信息;
与所述提供者的类型相匹配的服务信息;
所述提供者的服务或产品信息;
关于所述提供者的服务或产品的反馈信息。
具体地,与所述提供者属性信息相匹配的推荐信息可包括所述无线接入点对应的提供者的位置信息,其中,该位置信息可以为提供者的具体位置信息,也可以为提供者参照某知名地标的位置信息,也可以为到达提供者位置的路径信息等。
具体地,与所述提供者属性信息相匹配的推荐信息也可包括与所述提供者的类型相匹配的服务信息,其中,提供者的类型可包括餐饮、服饰、娱乐等商户,车站、图书馆等公共场所,写字楼等办公场所等等;与上述这些提供者类型匹配的服务信息一般包括商户的停车、优惠、是否可以送上门等服务信息,车站、图书馆等公共场所的职能部门布局情况、问讯处、紧急医疗点等服务信息等等。
具体地,与所述提供者属性信息相匹配的推荐信息也可包括所述提供者的服务或产品信息,其中,提供者的服务或产品信息一般为提供者为商户的情况,可以将其产品/服务的优惠活动、最新推出的产品/服务等信息推荐给用户。
具体地,与所述提供者属性信息相匹配的推荐信息也可包括关于所述提供者的服务或产品的反馈信息,其中,提供者的服务或产品的反馈信息,一般也为提供者为商户的情况,购买/体验过提供者的产品/服务的用户,将其对所购买/体验过的产品/服务后的进行反馈评价信息,由于这些信息对应其他希望购买/体验提供者的产品/服务的用户具有一定的参考价值。可将这些 信息推荐给用户。
与现有技术相比,本申请通过获取无线接入点的接入点相关信息,例如,无线接入点的历史连接相关信息、无线接入点的提供者相关信息等,根据所述接入点相关信息,确定所述无线接入点的画像信息;从而使无线接入点通过与其相关的各种信息建立自己的画像,极大丰富了无线接入点的信息,为接入该无线接入点的用户提供更好的体验,同时也为进一步基于无线接入点的画像信息进行相关应用提供基础与前提,例如,可将无线接入点的画像信息中的提供者的商品、服务等优惠信息提供给接入该无线接入点的用户;可根据无线接入点的画像信息通过大数据处理统计出具有相同特点的无线接入点等。
而且,本申请还可以通过无线接入点的参考接入点的信息,例如,可通过距离无线接入点较近的接入点、与无线接入点的SSID匹配度较高的接入点等作为参考无线接入点;对无线接入点的画像信息进行调整,例如,新增画像信息的信息内容、修改画像信息的原有信息内容等;从而补充了无线接入点的画像信息,使得无线接入点的画像信息更加完善,进一步提高接入该无线接入点的用户的体验。
此外,本申请还可以根据无线接入点的画像信息,向无线接入点的对应用户提供推荐信息,其中可包括向待建立无线连接的用户提供无线接入点的历史连接属性信息,例如,该无线接入点的连接成功率信息、连接扫描比信息等;也可包括向接入所述无线接入点的用户提供所述提供者属性信息或与所述提供者属性信息相匹配的推荐信息,例如,无线接入点提供者的位置信息、与所述提供者的类型相匹配的服务信息、提供者的服务或产品信息、关于所述提供者的服务或产品的反馈信息等;从而提高了用户接入无线接入点的体验,满足用户接入无线接入点时的多样化需求。
对于本领域技术人员而言,显然本发明不限于上述示范性实施例的细节,而且在不背离本发明的精神或基本特征的情况下,能够以其他的具体形式实现本发明。因此,无论从哪一点来看,均应将实施例看作是示范性的,而且是非限制性的,本发明的范围由所附权利要求而不是上述说明限 定,因此旨在将落在权利要求的等同要件的含义和范围内的所有变化涵括在本发明内。不应将权利要求中的任何附图标记视为限制所涉及的权利要求。此外,显然“包括”一词不排除其他单元或步骤,单数不排除复数。装置权利要求中陈述的多个单元或装置也可以由一个单元或装置通过软件或者硬件来实现。第一,第二等词语用来表示名称,而并不表示任何特定的顺序。

Claims (26)

  1. 一种用于对无线接入点进行画像分析的方法,其中,该方法包括:
    获取无线接入点的接入点相关信息;
    根据所述接入点相关信息,确定所述无线接入点的画像信息。
  2. 根据权利要求1所述的方法,其中,所述根据所述接入点相关信息,确定所述无线接入点的画像信息包括:
    根据所述接入点相关信息,并结合所述接入点相关信息对应的属性类型,确定所述无线接入点的画像信息,其中,所述画像信息包括与所述属性类型对应的画像标签信息。
  3. 根据权利要求2所述的方法,其中,所述属性类型包括以下至少任一项:
    无线接入点对应的终端拓展属性;
    无线接入点对应的提供者属性;
    无线接入点的历史连接属性;
    无线接入点的其他属性。
  4. 根据权利要求3所述的方法,其中,所述根据所述接入点相关信息,确定所述无线接入点的画像信息还包括:
    当所述接入点相关信息对应的属性类型包括无线接入点对应的终端拓展属性,根据所述接入点相关信息确定所述无线接入点的位置信息,以作为与所述终端拓展属性对应的画像标签信息。
  5. 根据权利要求3或4所述的方法,其中,当所述接入点相关信息对应的属性类型包括无线接入点的历史连接属性,与所述历史连接属性对应的画像标签信息包括以下至少任一项:
    所述无线接入点的连接成功率信息;
    所述无线接入点的连接扫描比信息。
  6. 根据权利要求1至5中任一项所述的方法,其中,该方法还包括:
    根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点;
    根据所述一个或多个参考接入点中至少一个参考接入点,对所述画像信息进行调整操作。
  7. 根据权利要求6所述的方法,其中,所述调整操作包括以下至少任一 项:
    根据所述至少一个参考接入点的参考画像信息在所述画像信息中新增信息内容;
    根据所述至少一个参考接入点的参考画像信息修改所述画像信息中原有信息内容;
    根据所述至少一个参考接入点的数量信息在所述画像信息中新增所述无线接入点对应的提供者规模信息。
  8. 根据权利要求1至7中任一项所述的方法,其中,所述根据所述接入点相关信息,确定所述无线接入点的画像信息包括:
    根据所述接入点相关信息,确定所述无线接入点对应的一个或多个参考接入点;
    根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息。
  9. 根据权利要求8所述的方法,其中,所述参考接入点满足以下至少任一项:
    所述参考接入点与所述无线接入点间的距离低于预定的接入点距离阈值;
    所述参考接入点的相邻接入点与所述无线接入点的相邻接入点的匹配度超过预定的相邻接入点匹配阈值;
    所述参考接入点与所述无线接入点的SS I D匹配度超过预定的标识匹配阈值;
    相同用户设备接入所述参考接入点与所述无线接入点的接入频次信息超过预定的共同用户数量阈值;
    不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值。
  10. 根据权利要求9所述的方法,其中,当所述参考接入点满足不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值的条件 时;
    其中,所述根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息包括:
    根据满足所述条件的所述参考接入点的参考画像信息,确定所述无线接入点的画像信息。
  11. 根据权利要求1至10中任一项所述的方法,其中,该方法还包括:
    c根据所述画像信息,向所述无线接入点的对应用户提供推荐信息。
  12. 根据权利要求11所述的方法,其中,所述步骤c包括:
    当所述画像信息中包括所述无线接入点的历史连接属性信息,向待建立无线连接的用户提供所述历史连接属性信息;或
    当所述画像信息中包括所述无线接入点对应的提供者属性信息,向接入所述无线接入点的用户提供所述提供者属性信息或与所述提供者属性信息相匹配的推荐信息。
  13. 根据权利要求12所述的方法,其中,所述与所述提供者属性信息相匹配的推荐信息包括以下至少任一项:
    所述无线接入点对应的提供者的位置信息;
    与所述提供者的类型相匹配的服务信息;
    所述提供者的服务或产品信息;
    关于所述提供者的服务或产品的反馈信息。
  14. 一种用于对无线接入点进行画像分析的设备,其中,该设备包括:
    第一装置,用于获取无线接入点的接入点相关信息;
    第二装置,用于根据所述接入点相关信息,确定所述无线接入点的画像信息。
  15. 根据权利要求14所述的设备,其中,所述第二装置用于:
    根据所述接入点相关信息,并结合所述接入点相关信息对应的属性类型,确定所述无线接入点的画像信息,其中,所述画像信息包括与所述属性类型对应的画像标签信息。
  16. 根据权利要求15所述的设备,其中,所述属性类型包括以下至少任一项:
    无线接入点对应的终端拓展属性;
    无线接入点对应的提供者属性;
    无线接入点的历史连接属性;
    无线接入点的其他属性。
  17. 根据权利要求16所述的设备,其中,所述第二装置还用于:
    当所述接入点相关信息对应的属性类型包括无线接入点对应的终端拓展属性,根据所述接入点相关信息确定所述无线接入点的位置信息,以作为与所述终端拓展属性对应的画像标签信息。
  18. 根据权利要求16或17所述的设备,其中,当所述接入点相关信息对应的属性类型包括无线接入点的历史连接属性,与所述历史连接属性对应的画像标签信息包括以下至少任一项:
    所述无线接入点的连接成功率信息;
    所述无线接入点的连接扫描比信息。
  19. 根据权利要求14至18中任一项所述的设备,其中,该设备还包括:
    第三装置,用于根据所述画像信息,确定所述无线接入点对应的一个或多个参考接入点;
    第四装置,用于根据所述一个或多个参考接入点中至少一个参考接入点,对所述画像信息进行调整操作。
  20. 根据权利要求19所述的设备,其中,所述调整操作包括以下至少任一项:
    根据所述至少一个参考接入点的参考画像信息在所述画像信息中新增信息内容;
    根据所述至少一个参考接入点的参考画像信息修改所述画像信息中原有信息内容;
    根据所述至少一个参考接入点的数量信息在所述画像信息中新增所述无线接入点对应的提供者规模信息。
  21. 根据权利要求14至20中任一项所述的设备,其中,所述第二装置包括:
    第二一单元,用于根据所述接入点相关信息,确定所述无线接入点对应 的一个或多个参考接入点;
    第二二单元,用于根据所述一个或多个参考接入点中至少一个参考接入点的参考画像信息,确定所述无线接入点的画像信息。
  22. 根据权利要求21所述的设备,其中,所述参考接入点满足以下至少任一项:
    所述参考接入点与所述无线接入点间的距离低于预定的接入点距离阈值;
    所述参考接入点的相邻接入点与所述无线接入点的相邻接入点的匹配度超过预定的相邻接入点匹配阈值;
    所述参考接入点与所述无线接入点的SSID匹配度超过预定的标识匹配阈值;
    相同用户设备接入所述参考接入点与所述无线接入点的接入频次信息超过预定的共同用户数量阈值;
    不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值。
  23. 根据权利要求22所述的设备,其中,当所述参考接入点满足不同用户设备接入所述参考接入点与所述无线接入点,其中,所述不同用户设备对应用户的用户画像信息间的匹配度超过预设的用户画像信息匹配阈值的条件时;
    其中,所述第二二单元用于:
    根据满足所述条件的所述参考接入点的参考画像信息,确定所述无线接入点的画像信息。
  24. 根据权利要求14至23中任一项所述的设备,其中,该设备还包括:
    第五装置,用于根据所述画像信息,向所述无线接入点的对应用户提供推荐信息。
  25. 根据权利要求24所述的设备,其中,所述第五装置包括:
    第五一单元,用于当所述画像信息中包括所述无线接入点的历史连接属性信息,向待建立无线连接的用户提供所述历史连接属性信息;或
    第五二单元,用于当所述画像信息中包括所述无线接入点对应的提供者属性信息,向接入所述无线接入点的用户提供所述提供者属性信息或与所述提供者属性信息相匹配的推荐信息。
  26. 根据权利要求25所述的设备,其中,所述与所述提供者属性信息相匹配的推荐信息包括以下至少任一项:
    所述无线接入点对应的提供者的位置信息;
    与所述提供者的类型相匹配的服务信息;
    所述提供者的服务或产品信息;
    关于所述提供者的服务或产品的反馈信息。
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