WO2017054307A1 - Recognition method and apparatus for user information - Google Patents

Recognition method and apparatus for user information Download PDF

Info

Publication number
WO2017054307A1
WO2017054307A1 PCT/CN2015/096013 CN2015096013W WO2017054307A1 WO 2017054307 A1 WO2017054307 A1 WO 2017054307A1 CN 2015096013 W CN2015096013 W CN 2015096013W WO 2017054307 A1 WO2017054307 A1 WO 2017054307A1
Authority
WO
WIPO (PCT)
Prior art keywords
information
user
site
matching
offline
Prior art date
Application number
PCT/CN2015/096013
Other languages
French (fr)
Chinese (zh)
Inventor
欧阳显雅
陈炜于
Original Assignee
百度在线网络技术(北京)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 百度在线网络技术(北京)有限公司 filed Critical 百度在线网络技术(北京)有限公司
Publication of WO2017054307A1 publication Critical patent/WO2017054307A1/en

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/30Authentication, i.e. establishing the identity or authorisation of security principals
    • G06F21/31User authentication
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/30Authentication, i.e. establishing the identity or authorisation of security principals
    • G06F21/31User authentication
    • G06F21/316User authentication by observing the pattern of computer usage, e.g. typical user behaviour

Landscapes

  • Engineering & Computer Science (AREA)
  • Computer Security & Cryptography (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Hardware Design (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Social Psychology (AREA)
  • Mobile Radio Communication Systems (AREA)

Abstract

Disclosed are a recognition method and apparatus for user information. The method comprises: receiving behaviour data sent by a smart terminal (201), wherein the behaviour data comprises user online behaviour data and user offline behaviour data which are related to an offline site and are obtained by the smart terminal; acquiring site information about the offline site (202), wherein the site information comprises Wi-Fi base station information about the site and/or location information about the site; matching the behaviour data with the site information to obtain first user information (203), wherein the first user information comprises confidence information; and screening the user information according to a set condition to obtain second user information (204). In the method, by analysing behaviour data sent by a smart terminal, a correlation between an offline site and a network platform is determined according to the behaviour data, and the recognition of user information is realized according to the correlation.

Description

用户信息的识别方法及装置User information identification method and device
相关申请的交叉引用Cross-reference to related applications
本申请要求于2015年09月30日提交的中国专利申请号为“201510640212.0”的优先权,其全部内容作为整体并入本申请中。The present application claims priority to Chinese Patent Application No. 201510640212.0, filed on Sep. 30, 2015, the entire content of
技术领域Technical field
本申请涉及网络技术领域,具体涉及网络信息识别技术领域,尤其涉及用户信息的识别方法及装置。The present application relates to the field of network technologies, and specifically relates to the field of network information identification technologies, and in particular, to a method and an apparatus for identifying user information.
背景技术Background technique
随着网络的广泛应用,用户越来越多地通过网络站点进行消费,网络站点能够使用户足不出户就能了解到该网络站点的全部信息。With the wide application of the network, users are increasingly consuming through the network site, and the network site enables the user to know all the information of the network site without leaving the home.
对于网络站点而言,在大部分情况下都需要用户到达与网络站点对应的线下站点进行消费或享用服务。但实际中,很难确定用户在网络站点或网络平台上的线上行为与用户在线下站点的线下行为之间的关联性。For a network site, in most cases, the user needs to reach the offline site corresponding to the network site to consume or enjoy the service. In practice, however, it is difficult to determine the correlation between the online behavior of users on a network site or a network platform and the offline behavior of users' offline sites.
发明内容Summary of the invention
本申请提供了用户信息的识别方法及装置,以解决背景技术中提到的技术问题。The present application provides a method and apparatus for identifying user information to solve the technical problems mentioned in the background art.
一方面,本申请提供了一种用户信息的识别方法,所述方法包括:接收智能终端发来的行为数据,其中,所述行为数据是所述智能终端获得的、与线下站点相关的用户线上行为数据和用户线下行为数据;获取所述线下站点的站点信息,所述站点信息包括站点Wi-Fi基站信息和/或站点位置信息;将所述行为数据与所述站点信息进行匹配得到第一用户信息,其中,所述第一用户信息包括置信度信息;按设定条件对所述第一用户信息进行筛选得到线下站点的第二用户信息。 In one aspect, the present application provides a method for identifying user information, the method comprising: receiving behavior data sent by a smart terminal, where the behavior data is a user acquired by the smart terminal and related to a offline site. Online behavior data and user offline behavior data; acquiring site information of the offline site, the site information including site Wi-Fi base station information and/or site location information; performing the behavior data and the site information Matching to obtain first user information, wherein the first user information includes confidence information; and the first user information is filtered according to the setting condition to obtain second user information of the offline site.
第二方面,本申请提供了一种用户信息的识别装置,所述装置包括:行为数据接收单元,用于接收智能终端发来的行为数据,其中,所述行为数据是所述智能终端获得的、与线下站点相关的用户线上行为数据和用户线下行为数据;站点信息获取单元,用于获取所述线下站点的站点信息,所述站点信息包括站点Wi-Fi基站信息和/或站点位置信息;第一用户信息获取单元,用于将所述行为数据与所述站点信息进行匹配得到第一用户信息,其中,所述第一用户信息包括置信度信息;第二用户信息获取单元,用于按设定条件对所述用户信息进行筛选得到线下站点的第二用户信息。In a second aspect, the present application provides an apparatus for identifying user information, where the apparatus includes: a behavior data receiving unit, configured to receive behavior data sent by a smart terminal, where the behavior data is obtained by the smart terminal The user online behavior data and the user offline behavior data related to the offline site; the site information acquisition unit is configured to acquire the site information of the offline site, where the site information includes the site Wi-Fi base station information and/or The first user information acquiring unit is configured to match the behavior data with the site information to obtain first user information, where the first user information includes confidence information; and the second user information acquiring unit And filtering the user information according to the set condition to obtain second user information of the offline site.
本申请提供的用户信息的识别方法及装置,通过对智能终端发来的行为数据进行分析,建立了行为数据确定线下站点和网络平台之间的相关性,并根据相关性实现了对用户信息的识别。The method and device for identifying user information provided by the present application analyzes the behavior data sent by the intelligent terminal, establishes behavior data to determine the correlation between the offline site and the network platform, and implements the user information according to the correlation. Identification.
附图说明DRAWINGS
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,本申请的其它特征、目的和优点将会变得更明显:Other features, objects, and advantages of the present application will become more apparent from the detailed description of the accompanying drawings.
图1是本申请可以应用于其中的示例性系统架构图;1 is an exemplary system architecture diagram to which the present application can be applied;
图2a是根据本申请的用户信息的识别方法的一个实施例的流程图;2a is a flowchart of one embodiment of a method of identifying user information according to the present application;
图2b是图2a中的将所述行为数据与所述站点信息进行匹配得到第一用户信息的一种实现方式的流程图;2b is a flowchart of an implementation manner of matching the behavior data with the site information to obtain first user information in FIG. 2a;
图2c是图2a中步骤203的将所述行为数据与所述站点信息进行匹配得到第一用户信息的又一种实现方式的流程图;2c is a flowchart of still another implementation manner of step 203 of FIG. 2a, where the behavior data is matched with the site information to obtain first user information;
图3是根据本申请的用户信息的识别装置的一个实施例的结构示意图;3 is a schematic structural diagram of an embodiment of an apparatus for identifying user information according to the present application;
图4是适于用来实现本申请实施例的终端设备或服务器的计算机系统的结构示意图。4 is a schematic structural diagram of a computer system suitable for implementing a terminal device or a server of an embodiment of the present application.
具体实施方式detailed description
下面结合附图和实施例对本申请作进一步的详细说明。可以理解 的是,此处所描述的具体实施例仅仅用于解释相关发明,而非对该发明的限定。另外还需要说明的是,为了便于描述,附图中仅示出了与有关发明相关的部分。The present application will be further described in detail below with reference to the accompanying drawings and embodiments. Understand The specific embodiments described herein are merely illustrative of the invention, rather than the invention. It is also to be noted that, for the convenience of description, only the parts related to the related invention are shown in the drawings.
需要说明的是,在不冲突的情况下,本申请中的实施例及实施例中的特征可以相互组合。下面将参考附图并结合实施例来详细说明本申请。It should be noted that the embodiments in the present application and the features in the embodiments may be combined with each other without conflict. The present application will be described in detail below with reference to the accompanying drawings.
图1示出了可以应用本申请的用户信息的识别方法及装置的实施例的示例性系统架构100。FIG. 1 illustrates an exemplary system architecture 100 of an embodiment of an identification method and apparatus for user information to which the present application may be applied.
如图1所示,系统架构100可以包括终端设备101和102,Wi-Fi基站103,网络104和服务器105。网络104用以在终端设备101和102、Wi-Fi基站103和服务器105之间提供通信链路的介质。网络104可以包括各种连接类型,例如有线、无线通信链路或者光纤电缆等等。As shown in FIG. 1, system architecture 100 can include terminal devices 101 and 102, Wi-Fi base station 103, network 104, and server 105. The network 104 is used to provide a medium for communication links between the terminal devices 101 and 102, the Wi-Fi base station 103, and the server 105. Network 104 may include various types of connections, such as wired, wireless communication links, fiber optic cables, and the like.
用户可以使用终端设备101和102、Wi-Fi基站103通过网络104与服务器105交互,以接收或发送消息等。终端设备101和102、Wi-Fi基站103上可以安装有Wi-Fi模块。The user can interact with the server 105 via the network 104 using the terminal devices 101 and 102 and the Wi-Fi base station 103 to receive or transmit messages and the like. A Wi-Fi module can be installed on the terminal devices 101 and 102 and the Wi-Fi base station 103.
终端设备101和102可以是具有显示屏并且具有Wi-Fi模块的各种电子设备,包括但不限于智能手机、平板电脑和笔记本电脑等。The terminal devices 101 and 102 may be various electronic devices having a display screen and having a Wi-Fi module including, but not limited to, a smartphone, a tablet, a notebook, and the like.
服务器105可以是提供各种服务的服务器,例如对终端设备101和102、Wi-Fi基站103上的Wi-Fi数据进行处理的服务器。在可选的情况下,服务器105可以间隔设定时间向终端设备101和102、Wi-Fi基站103发送检测命令,查看终端设备101和102、Wi-Fi基站103的Wi-Fi数据。The server 105 may be a server that provides various services, such as a server that processes the Wi-Fi data on the terminal devices 101 and 102 and the Wi-Fi base station 103. In an optional case, the server 105 may send a detection command to the terminal devices 101 and 102 and the Wi-Fi base station 103 at intervals to set the time, and view the Wi-Fi data of the terminal devices 101 and 102 and the Wi-Fi base station 103.
需要说明的是,本申请实施例所提供的智能终端位置状态的识别方法可以由终端设备101和102发起,并由终端设备101和102、Wi-Fi基站103将Wi-Fi数据发送给服务器105;服务器105执行相应的操作,以确定终端设备101和102与Wi-Fi基站103之间的位置关系。It should be noted that the method for identifying the location status of the smart terminal provided by the embodiment of the present application may be initiated by the terminal devices 101 and 102, and the Wi-Fi data is sent by the terminal devices 101 and 102 and the Wi-Fi base station 103 to the server 105. The server 105 performs a corresponding operation to determine the positional relationship between the terminal devices 101 and 102 and the Wi-Fi base station 103.
应该理解,图1中的终端设备、Wi-Fi基站、网络和服务器的数目仅仅是示意性的。根据实现需要,可以具有任意数目的终端设备、Wi-Fi基站、网络和服务器。It should be understood that the number of terminal devices, Wi-Fi base stations, networks, and servers in FIG. 1 is merely illustrative. Depending on the implementation needs, there can be any number of terminal devices, Wi-Fi base stations, networks, and servers.
进一步参考图2a,其示出了用户信息的识别方法的一个实施例的 流程图200,该用户信息的识别方法包括以下步骤:Further referring to FIG. 2a, an embodiment of a method for identifying user information is shown Flowchart 200, the method for identifying the user information includes the following steps:
步骤201,接收智能终端发来的行为数据,其中,行为数据是智能终端获得的、与线下站点相关的用户线上行为数据和用户线下行为数据。Step 201: Receive behavior data sent by the smart terminal, where the behavior data is user online behavior data and user offline behavior data obtained by the intelligent terminal and related to the offline site.
在本实施例中,用户信息的识别方法运行与其上的电子设备(例如图1所述的服务器)接收智能终端(例如图1所述的终端设备)发来的行为数据。其中,智能终端用于记录搜索到的行为数据。In the present embodiment, the identification method of the user information runs with the electronic device (for example, the server described in FIG. 1) on which the behavior data sent by the intelligent terminal (for example, the terminal device described in FIG. 1) is received. The smart terminal is used to record the searched behavior data.
在本实施例的一些可选的实现方式中,接收智能终端发来的行为数据包括以下两个方面:In some optional implementation manners of this embodiment, receiving behavior data sent by the smart terminal includes the following two aspects:
第一方面:接收智能终端发来的用户线上行为数据,其中,用户线上行为数据包括用户身份标识和线上行为对应的行为时间,用户身份标识可用于对用户的上网数据进行标记;行为时间为用户进行消费行为时的时间。用户线上行为数据记录了用户的上网数据,并通过用户身份标识进行了标记,能准确反映用户的线上行为。在一些可选的实现方式中,线上行为例如可以包括用户打开的网页、打开时间以及停留时间等。The first aspect: receiving online behavior data of the user sent by the smart terminal, wherein the online behavior data of the user includes a behavior time corresponding to the user identity identifier and the online behavior, and the user identity identifier can be used to mark the user's online data; Time is the time when the user is engaged in consumer behavior. The online behavior data of the user records the user's online data and is marked by the user identity, which can accurately reflect the online behavior of the user. In some alternative implementations, the online behavior may include, for example, a web page opened by the user, an open time, a dwell time, and the like.
第二方面:接收智能终端发来的用户线下行为数据,其中,用户线下行为数据包括以下至少一项:用户位置信息、用户Wi-Fi扫描信息和用户Wi-Fi连接信息。上述用户位置信息包括用户经度纬度坐标,上述用户Wi-Fi扫描信息包括上述智能终端扫描到的Wi-Fi基站信息,上述用户Wi-Fi连接信息包括上述智能终端当前连接的Wi-Fi基站信息。由上述描述可知,用户线下行为数据是关于用户空间位置的描述信息。The second aspect is: receiving offline offline behavior data sent by the smart terminal, where the offline activity data of the user includes at least one of the following: user location information, user Wi-Fi scanning information, and user Wi-Fi connection information. The user location information includes user latitude and longitude coordinates, and the user Wi-Fi scan information includes Wi-Fi base station information scanned by the smart terminal, and the user Wi-Fi connection information includes Wi-Fi base station information currently connected by the smart terminal. As can be seen from the above description, the offline activity data of the user is description information about the location of the user space.
步骤202,获取线下站点的站点信息,站点信息包括站点Wi-Fi基站信息和/或站点位置信息。Step 202: Obtain site information of the offline site, where the site information includes site Wi-Fi base station information and/or site location information.
为了与行为数据进行匹配,还需要获取线下站点的站点信息。本实施例的电子设备可以通过接收线下站点的Wi-Fi基站信息来得到线下站点的站点信息,本实施例的站点信息是某一区域内所有线下站点的信息。In order to match the behavior data, it is also necessary to obtain the site information of the offline site. The electronic device of this embodiment can obtain the site information of the offline site by receiving the Wi-Fi base station information of the offline site. The site information of this embodiment is information of all offline sites in a certain area.
步骤203,将上述行为数据与上述站点信息进行匹配得到第一用 户信息,其中,所述第一用户信息包括置信度信息。 Step 203, matching the behavior data with the site information to obtain the first use User information, wherein the first user information includes confidence information.
由上述描述可知,行为数据是具体的某个智能终端检测到的数据,而站点信息是某一区域内所有线下站点的信息,因此,通过将行为数据与站点信息进行匹配,可以确定智能终端的位置信息,并得到带有置信度的用户信息。本实施例可以通过两种方式得到用户信息:一,通过用户位置信息与站点信息匹配得到用户信息;二,通过用户Wi-Fi扫描信息和用户Wi-Fi连接信息与站点信息匹配得到用户信息。It can be seen from the above description that the behavior data is specific data detected by a certain intelligent terminal, and the site information is information of all offline stations in a certain area. Therefore, by matching the behavior data with the site information, the smart terminal can be determined. Location information and get user information with confidence. In this embodiment, user information can be obtained in two ways: first, user information is obtained by matching user location information with site information; second, user information is obtained by matching user Wi-Fi scanning information and user Wi-Fi connection information with site information.
在本实施例的一些可选的实现方式中,步骤203可以包括步骤2031:通过用户位置信息与站点信息进行匹配得到带有置信度的用户信息,与步骤2031对应的流程图如图2b所示。具体而言,步骤2031可以进一步包括以下步骤:In some optional implementation manners of the embodiment, step 203 may include step 2031: matching user information with the site information to obtain user information with confidence, and the flowchart corresponding to step 2031 is as shown in FIG. 2b. . Specifically, step 2031 may further include the following steps:
步骤20311,对上述用户位置信息与上述站点位置信息进行匹配得到位置匹配信息。通常情况下,智能终端和Wi-Fi基站在一定距离范围内就能实现连接,因此,本实施例的对用户位置信息与站点位置信息进行匹配,是指在一定范围内的Wi-Fi信号的匹配。Step 20311: Matching the user location information with the site location information to obtain location matching information. In general, the smart terminal and the Wi-Fi base station can be connected within a certain distance. Therefore, the matching of the user location information and the site location information in this embodiment refers to a Wi-Fi signal within a certain range. match.
在本实施例的一些可选的实现方式中,上述步骤20311可以包括:In some optional implementations of this embodiment, the foregoing step 20311 may include:
确定上述用户位置信息的用户经度纬度坐标与上述站点位置信息的站点经度纬度坐标之间的距离;若上述距离小于设定距离,上述用户经度纬度坐标与上述站点经度纬度坐标匹配,将上述用户经度纬度坐标和当前时间信息封装成位置匹配信息,否则,上述用户经度纬度坐标与上述站点经度纬度坐标不匹配。其中,设定距离的取值需要根据实际情况而定。Determining a distance between a user longitude latitude coordinate of the user location information and a site longitude latitude coordinate of the site location information; if the distance is less than a set distance, the user longitude latitude coordinate matches the site longitude latitude coordinate, and the user longitude is The latitude coordinates and the current time information are encapsulated into position matching information. Otherwise, the user longitude latitude coordinates do not match the above-mentioned station longitude latitude coordinates. Among them, the value of the set distance needs to be determined according to the actual situation.
步骤20312,根据上述位置匹配信息为上述用户设置置信度。Step 20312: Set a confidence level for the user according to the location matching information.
此处通过智能终端与Wi-Fi基站之间的距离对使用智能终端的用户设置置信度,以表征用户属于某一范围的可能性。Here, the confidence of the user using the smart terminal is set by the distance between the smart terminal and the Wi-Fi base station to characterize the possibility that the user belongs to a certain range.
在本实施例的一些可选的实现方式中,上述步骤20312可以包括:将上述设定距离分成设定数量的距离区间,为上述距离区间设定置信度,并将上述距离对应的上述距离区间的上述置信度作为上述用户的置信度。例如,将距离Wi-Fi基站为30米的距离设置为设定距离,当智能终端与Wi-Fi基站之间的距离小于30米时,可以认为用户位置信 息与站点位置信息匹配。将设定距离分为5个距离区间(例如,可间隔6米设置一个距离区间,也可按其他距离设置距离区间),并为每个距离区间设置一个置信度。以间隔6米设置一个距离区间为例,按离Wi-Fi基站由远到近的方向,可以将距离区间的置信度设置为0.5、0.6、0.7、0.9和1,其中,取值越大置信度越高,当置信度的取值为1时,可代表智能终端属于Wi-Fi基站所在区域的概率为100%。假设计算智能终端与Wi-Fi基站之间的距离为20米,那么智能终端落在置信度为0.6的距离区间,则此时智能终端的置信度为0.6。In some optional implementation manners of the embodiment, the step 20512 may include: dividing the set distance into a set number of distance intervals, setting a confidence level for the distance interval, and setting the distance interval corresponding to the distance The above confidence level is used as the confidence level of the above user. For example, a distance of 30 meters from the Wi-Fi base station is set as a set distance, and when the distance between the smart terminal and the Wi-Fi base station is less than 30 meters, the user location letter can be considered. The information matches the site location information. The set distance is divided into five distance intervals (for example, a distance interval can be set at intervals of 6 meters, and the distance interval can also be set by other distances), and a confidence level is set for each distance interval. Taking a distance interval of 6 meters as an example, the confidence of the distance interval can be set to 0.5, 0.6, 0.7, 0.9, and 1 from the far-to-near direction of the Wi-Fi base station, wherein the larger the value is, the greater the confidence is. The higher the degree, when the value of the confidence is 1, it means that the probability that the intelligent terminal belongs to the area where the Wi-Fi base station is located is 100%. Assuming that the distance between the computing intelligent terminal and the Wi-Fi base station is 20 meters, then the intelligent terminal falls within the distance interval with a confidence level of 0.6, and the confidence level of the intelligent terminal is 0.6 at this time.
步骤20313,根据上述置信度确定上述线下站点的第一用户信息。 Step 20313, determining first user information of the offline site according to the above confidence level.
本实施例的用户信息是指用户既登录过线下站点对应的网络平台,又在到过线下站点的用户相关信息,与上述的行为数据相对应。因此,为用户设置置信度后,还不能完全确定对应智能终端的用户信息就是本实施例的用户信息。The user information in this embodiment refers to the user-related information that the user has logged in to the network platform corresponding to the offline site and the user to the offline site, and corresponds to the behavior data described above. Therefore, after setting the confidence level for the user, it is not completely determined that the user information corresponding to the smart terminal is the user information of this embodiment.
在本实施例的一些可选的实现方式中,上述步骤20313可以包括:查看与上述置信度对应的用户线上行为数据,若上述用户线上行为数据中的用户身份标识出现在上述线下站点的网络平台的登录信息中,则将上述用户身份标识作为上述线下站点的第一用户信息。In some optional implementation manners of the embodiment, the step 20313 may include: viewing user online behavior data corresponding to the foregoing confidence level, if the user identity identifier in the online behavior data of the user appears in the offline site. In the login information of the network platform, the user identity identifier is used as the first user information of the offline site.
在本实施例的另一些可选的实现方式中,步骤203还可以包括步骤2032:通过用户Wi-Fi扫描信息和用户Wi-Fi连接信息与站点信息进行匹配得到带有置信度的用户信息,具体而言,步骤2032可以进一步包括以下步骤:In other optional implementation manners of the embodiment, step 203 may further include step 2032: matching the user Wi-Fi scan information and the user Wi-Fi connection information with the site information to obtain user information with confidence. Specifically, step 2032 may further include the following steps:
步骤20321,将上述用户Wi-Fi扫描信息和用户Wi-Fi连接信息与上述站点Wi-Fi基站信息进行匹配得到Wi-Fi匹配信息。Step 20321: Match the user Wi-Fi scan information and the user Wi-Fi connection information with the site Wi-Fi base station information to obtain Wi-Fi matching information.
在本实施例的一些可选的实现方式中,可以采用如下的方式来实现如上所述的步骤20321:In some optional implementation manners of this embodiment, the following step 20321 can be implemented in the following manner:
首先,将上述用户Wi-Fi扫描信息和用户Wi-Fi连接信息与上述站点Wi-Fi基站信息进行匹配得到确定Wi-Fi匹配信息和可疑Wi-Fi匹配信息。First, the user Wi-Fi scan information and the user Wi-Fi connection information are matched with the site Wi-Fi base station information to obtain Wi-Fi matching information and suspicious Wi-Fi matching information.
具体而言,若上述用户Wi-Fi连接信息与上述站点Wi-Fi基站信息相同,且上述用户Wi-Fi扫描信息中Wi-Fi信号的强度小于上述用 户Wi-Fi连接信息中Wi-Fi信号的强度,则将上述用户Wi-Fi连接信息和当前时间信息封装成确定Wi-Fi匹配信息;若上述用户Wi-Fi连接信息与上述站点Wi-Fi基站信息相同,且上述用户Wi-Fi扫描信息中Wi-Fi信号的强度大于等于上述用户Wi-Fi连接信息中Wi-Fi信号的强度,则将上述用户Wi-Fi连接信息和当前时间信息封装成可疑Wi-Fi匹配信息;若上述用户Wi-Fi连接信息与上述站点Wi-Fi基站信息不相同,且上述用户Wi-Fi扫描信息中与上述站点Wi-Fi基站信息对应的Wi-Fi信号的强度大于等于上述用户Wi-Fi连接信息中Wi-Fi信号的强度,则将上述用户Wi-Fi连接信息和当前时间信息封装成可疑Wi-Fi匹配信息;若上述用户Wi-Fi连接信息与上述站点Wi-Fi基站信息不相同,且上述用户Wi-Fi扫描信息中与上述站点Wi-Fi基站信息对应的Wi-Fi信号的强度小于上述用户Wi-Fi连接信息中Wi-Fi信号的强度,则上述用户Wi-Fi连接信息与上述站点Wi-Fi基站信息不匹配;若上述用户Wi-Fi连接信息与上述站点Wi-Fi基站信息不相同,且上述用户Wi-Fi扫描信息中没有与上述站点Wi-Fi基站信息对应的Wi-Fi信号,则上述用户Wi-Fi连接信息与上述站点Wi-Fi基站信息不匹配。Specifically, if the user Wi-Fi connection information is the same as the site Wi-Fi base station information, and the strength of the Wi-Fi signal in the user Wi-Fi scan information is smaller than the foregoing The strength of the Wi-Fi signal in the Wi-Fi connection information of the user, the user Wi-Fi connection information and the current time information are encapsulated to determine Wi-Fi matching information; if the user Wi-Fi connection information and the above site Wi-Fi The base station information is the same, and the strength of the Wi-Fi signal in the user Wi-Fi scan information is greater than or equal to the strength of the Wi-Fi signal in the Wi-Fi connection information of the user, and the user Wi-Fi connection information and the current time information are encapsulated. Suspicious Wi-Fi matching information; if the user Wi-Fi connection information is different from the site Wi-Fi base station information, and the Wi-Fi signal corresponding to the site Wi-Fi base station information in the user Wi-Fi scan information If the strength is greater than or equal to the strength of the Wi-Fi signal in the Wi-Fi connection information of the user, the user Wi-Fi connection information and the current time information are encapsulated into suspicious Wi-Fi matching information; if the user Wi-Fi connection information is The Wi-Fi base station information of the site is different, and the strength of the Wi-Fi signal corresponding to the site Wi-Fi base station information in the user Wi-Fi scan information is smaller than the strength of the Wi-Fi signal in the user Wi-Fi connection information. , the above use The Wi-Fi connection information does not match the information of the site Wi-Fi base station; if the user Wi-Fi connection information is different from the site Wi-Fi base station information, and the user Wi-Fi scan information does not belong to the site Wi- The Wi-Fi signal corresponding to the Fi base station information does not match the user Wi-Fi connection information with the site Wi-Fi base station information.
接着,将上述确定Wi-Fi匹配信息和可疑Wi-Fi匹配信息封装成Wi-Fi匹配信息。Next, the above-described determined Wi-Fi matching information and the suspicious Wi-Fi matching information are encapsulated into Wi-Fi matching information.
继续参照图2c所示,在步骤20322中,根据上述Wi-Fi匹配信息为上述用户设置置信度。With continued reference to FIG. 2c, in step 20322, a confidence level is set for the user based on the Wi-Fi matching information described above.
在本实施例的一些可选的实现方式中,上述步骤20322可以包括:In some optional implementations of this embodiment, the foregoing step 20322 may include:
当所述Wi-Fi匹配信息为所述确定Wi-Fi匹配信息时的所述置信度高于当所述Wi-Fi匹配信息为所述可疑Wi-Fi匹配信息时的所述置信度。The confidence when the Wi-Fi matching information is the determined Wi-Fi matching information is higher than the confidence when the Wi-Fi matching information is the suspect Wi-Fi matching information.
步骤20323,根据上述置信度确定上述线下站点的第一用户信息。 Step 20323, determining first user information of the offline site according to the above confidence level.
在本实施例的一些可选的实现方式中,基于与上述相同的理由,步骤20323可以包括:查看上述置信度对应的用户线上行为数据,若上述用户线上行为数据中的用户身份标识出现在上述线下站点的网络平台的登录信息中,则将上述用户身份标识作为上述线下站点的第一用户信息。 In some optional implementation manners of the embodiment, based on the same reason as above, the step 20323 may include: viewing user online behavior data corresponding to the confidence level, if the user identity identifier in the online behavior data of the user appears. In the login information of the network platform of the offline site, the user identity is used as the first user information of the offline site.
返回继续参照图2a所示,在步骤204中,按设定条件对上述第一用户信息进行筛选得到第二用户信息,其中,第二用户信息为实际到达线下站点的用户信息。Referring back to FIG. 2a, in step 204, the first user information is filtered according to the set condition to obtain second user information, wherein the second user information is user information that actually reaches the offline site.
在一些可选的实现方式中,为了进一步通过用户的行为数据确定线下站点和网络平台之间的相关性,步骤204还可以包括:根据上述用户信息查看用户登录上述线下站点的网络平台的时间长度,若上述时间长度超过设定时长,则将上述用户信息设置为实际到达线下站点的第二用户信息。In some optional implementation manners, in order to further determine the correlation between the offline site and the network platform by using the behavior data of the user, the step 204 may further include: viewing, according to the user information, the network platform of the user logging in to the offline site. The length of time, if the length of time exceeds the set duration, the user information is set to the second user information that actually reaches the offline site.
在一些可选的实现方式中,为了进一步通过用户的行为数据确定线下站点和网络平台之间的相关性,步骤204还可以包括:判断所述用户信息的线上行为对应的行为时间是否在预设的时间段内,若是,则将所述用户信息设置为实际到达线下站点的第二用户信息。例如,用户在网络平台上进行消费行为,然后又到达了线下站点,如果消费行为对应的行为时间与用户到达线下站点的时间在预设的时间段内,或用户到达线下站点后,又在预设的时间段内在网络平台上进行消费行为,则说明用户的线上行为(线上的消费行为)与线下行为(达到线下站点)具有相关性,将所述用户信息设置为实际到达线下站点的第二用户信息。In some optional implementation manners, in order to further determine the correlation between the offline site and the network platform by using the behavior data of the user, the step 204 may further include: determining whether the behavior time corresponding to the online behavior of the user information is Within a preset time period, if so, the user information is set to the second user information that actually reaches the offline site. For example, the user performs the consumption behavior on the network platform, and then reaches the offline site, if the behavior time corresponding to the consumption behavior and the time when the user reaches the offline site are within a preset time period, or after the user reaches the offline site, And performing consumer behavior on the network platform within a preset time period, indicating that the user's online behavior (online consumption behavior) has relevance to the offline behavior (reaching the offline site), and the user information is set to The second user information that actually reaches the offline site.
本实施例通过对智能终端发来的行为数据进行分析,建立了行为数据确定线下站点和网络平台之间的相关性,并根据相关性实现了对用户信息的识别。In this embodiment, the behavior data sent by the intelligent terminal is analyzed, and the behavior data is established to determine the correlation between the offline site and the network platform, and the user information is identified according to the correlation.
进一步参考图3,作为对上述各图所示方法的实现,本申请提供了一种用户信息的识别装置的一个实施例,该装置实施例与图2a所示的方法实施例相对应,该装置具体可以应用于各种电子设备中。With further reference to FIG. 3, as an implementation of the method shown in the above figures, the present application provides an embodiment of an apparatus for identifying user information, the apparatus embodiment corresponding to the method embodiment shown in FIG. 2a, the apparatus It can be specifically applied to various electronic devices.
如图3所示,本实施例的用户信息的识别装置300包括:行为数据接收单元301、站点信息获取单元302、第一用户信息获取单元303和第二用户信息获取单元304。其中,行为数据接收单元301用于接收智能终端发来的行为数据,其中,上述行为数据是上述智能终端获得的、与线下站点相关的用户线上行为数据和用户线下行为数据;站点信息获取单元302用于获取上述线下站点的站点信息,上述站点信 息包括站点Wi-Fi基站信息和/或站点位置信息;第一用户信息获取单元303用于将上述行为数据与上述站点信息进行匹配得到第一用户信息,其中,所述第一用户信息包括置信度信息;第二用户信息获取单元304用于按设定条件对上述用户信息进行筛选得到线下站点的第二用户信息。As shown in FIG. 3, the device 300 for identifying user information of the present embodiment includes a behavior data receiving unit 301, a site information acquiring unit 302, a first user information acquiring unit 303, and a second user information acquiring unit 304. The behavior data receiving unit 301 is configured to receive behavior data sent by the smart terminal, where the behavior data is user online behavior data and user offline behavior data obtained by the smart terminal and related to the offline site; The obtaining unit 302 is configured to acquire site information of the offline site, and the foregoing site letter The information includes site Wi-Fi base station information and/or site location information. The first user information obtaining unit 303 is configured to match the behavior data with the site information to obtain first user information, where the first user information includes a confidence message. The second user information obtaining unit 304 is configured to filter the user information according to the setting condition to obtain the second user information of the offline site.
在本实施例中,上述行为数据接收单元301包括:In this embodiment, the foregoing behavior data receiving unit 301 includes:
用户线上行为数据接收子单元(图中未示出),用于接收智能终端发来的用户线上行为数据,其中,上述用户线上行为数据包括用户身份标识和线上行为对应的行为时间,上述用户身份标识用于对用户的上网数据进行标记;a user online behavior data receiving subunit (not shown) for receiving user online behavior data sent by the smart terminal, wherein the user online behavior data includes a user identity identifier and an action time corresponding to the online behavior The user identity identifier is used to mark the user's online data;
用户线下行为数据接收子单元(图中未示出),用于接收智能终端发来的用户线下行为数据,上述用户线下行为数据包括以下至少一项:用户位置信息、用户Wi-Fi扫描信息以及用户Wi-Fi连接信息,上述用户位置信息包括用户经度纬度坐标,上述用户Wi-Fi扫描信息包括上述智能终端扫描到的Wi-Fi基站信息,上述用户Wi-Fi连接信息包括上述智能终端当前连接的Wi-Fi基站信息。The offline activity data receiving subunit (not shown) is configured to receive the offline activity data of the user sent by the smart terminal, where the offline behavior data includes at least one of the following: user location information, user Wi-Fi Scanning information and user Wi-Fi connection information, wherein the user location information includes user latitude and longitude coordinates, and the user Wi-Fi scan information includes Wi-Fi base station information scanned by the smart terminal, and the user Wi-Fi connection information includes the smart Wi-Fi base station information currently connected by the terminal.
在本实施例中,第一用户信息获取单元303包括:In this embodiment, the first user information obtaining unit 303 includes:
位置匹配信息获取子单元(图中未示出),用于对上述用户位置信息与上述站点位置信息进行匹配得到位置匹配信息;第一置信度设置子单元(图中未示出),用于根据上述位置匹配信息为上述用户设置置信度;第一类用户信息确定子单元(图中未示出),用于根据上述置信度确定上述线下站点的第一用户信息。其中,位置匹配信息获取子单元包括:距离计算模块(图中未示出),用于确定上述用户位置信息的用户经度纬度坐标与上述站点位置信息的站点经度纬度坐标之间的距离;位置匹配信息获取模块(图中未示出),用于在上述距离小于设定距离时,判断上述用户经度纬度坐标与上述站点经度纬度坐标匹配,将上述用户经度纬度坐标和当前时间信息封装成位置匹配信息,否则,上述用户经度纬度坐标与上述站点经度纬度坐标不匹配。a location matching information obtaining subunit (not shown) for matching the user location information with the site location information to obtain location matching information; a first confidence setting subunit (not shown) for And setting a confidence level for the user according to the location matching information; the first type of user information determining subunit (not shown) is configured to determine the first user information of the offline site according to the confidence level. The location matching information acquisition subunit includes: a distance calculation module (not shown) for determining a distance between a user longitude latitude coordinate of the user location information and a site longitude latitude coordinate of the site location information; An information acquiring module (not shown) is configured to determine that the user longitude latitude coordinate matches the longitude and latitude coordinates of the site when the distance is less than the set distance, and encapsulate the user longitude latitude coordinate and the current time information into a position matching Information, otherwise, the above-mentioned user longitude latitude coordinates do not match the above-mentioned station longitude latitude coordinates.
上述第一置信度设置子单元包括:置信度设置模块(图中未示出),用于将上述设定距离分成设定数量的距离区间,为上述距离区间设定 置信度,将上述距离对应的上述距离区间的上述置信度作为上述用户的置信度。第一类用户信息确定子单元包括:用户信息确定模块(图中未示出),用于查看与上述置信度对应的用户线上行为数据,若上述用户线上行为数据中的用户身份标识出现在上述线下站点的网络平台的登录信息中,则将上述用户身份标识作为上述线下站点的第一用户信息。The first confidence setting subunit includes: a confidence setting module (not shown) for dividing the set distance into a set number of distance intervals, and setting the distance interval The confidence level is the confidence level of the user in the above-described distance section corresponding to the distance. The first type of user information determining subunit includes: a user information determining module (not shown) for viewing user online behavior data corresponding to the above confidence level, if the user identity identifier in the online behavior data of the user appears In the login information of the network platform of the offline site, the user identity is used as the first user information of the offline site.
在本实施例中,第一用户信息获取单元303还可以包括:Wi-Fi匹配信息获取子单元(图中未示出),用于将上述用户Wi-Fi扫描信息和用户Wi-Fi连接信息与上述站点Wi-Fi基站信息进行匹配得到Wi-Fi匹配信息;第二置信度设置子单元(图中未示出),用于根据上述Wi-Fi匹配信息为上述用户设置置信度;第二类用户信息确定子单元(图中未示出),用于根据上述置信度确定上述线下站点的第一用户信息。In this embodiment, the first user information acquiring unit 303 may further include: a Wi-Fi matching information acquiring subunit (not shown) for using the user Wi-Fi scanning information and the user Wi-Fi connection information. Matching with the site Wi-Fi base station information to obtain Wi-Fi matching information; a second confidence setting sub-unit (not shown) for setting a confidence level for the user according to the Wi-Fi matching information; The class user information determining subunit (not shown) is configured to determine the first user information of the offline site according to the above confidence level.
其中,上述Wi-Fi匹配信息获取子单元可以包括:Wi-Fi匹配信息判断模块(图中未示出),用于将上述用户Wi-Fi扫描信息和用户Wi-Fi连接信息与上述站点Wi-Fi基站信息进行匹配得到确定Wi-Fi匹配信息和可疑Wi-Fi匹配信息;Wi-Fi匹配信息封装模块(图中未示出),用于将上述确定Wi-Fi匹配信息和可疑Wi-Fi匹配信息封装成Wi-Fi匹配信息。The Wi-Fi matching information obtaining subunit may include: a Wi-Fi matching information determining module (not shown), configured to connect the user Wi-Fi scanning information and the user Wi-Fi connection information to the site Wi. -Fi base station information is matched to obtain the determined Wi-Fi matching information and the suspicious Wi-Fi matching information; the Wi-Fi matching information encapsulating module (not shown) is configured to determine the Wi-Fi matching information and the suspicious Wi- The Fi match information is encapsulated into Wi-Fi match information.
上述第二置信度设置子单元可以包括:第二置信度设置模块,用于将所述Wi-Fi匹配信息为所述确定Wi-Fi匹配信息时的所述置信度设置为高于当所述Wi-Fi匹配信息为所述可疑Wi-Fi匹配信息时的所述置信度。The second confidence setting subunit may include: a second confidence setting module, configured to set the Wi-Fi matching information to the confidence when determining the Wi-Fi matching information to be higher than The Wi-Fi matching information is the confidence level when the suspicious Wi-Fi matching information is used.
上述第二类用户信息确定子单元可以包括:第二类用户信息确定模块,用于查看上述置信度对应的用户线上行为数据,若上述用户线上行为数据中的用户身份标识出现在上述线下站点的网络平台的登录信息中,则将上述用户身份标识作为上述线下站点的第一用户信息。The second type of user information determining subunit may include: a second type of user information determining module, configured to view user online behavior data corresponding to the confidence level, if the user identity identifier in the online behavior data of the user appears on the line In the login information of the network platform of the next site, the user identity identifier is used as the first user information of the offline site.
在本实施例中,上述第二用户信息获取单元304可以包括:第二用户信息第一获取子单元(图中未示出),用于根据上述用户信息查看用户登录上述线下站点的网络平台的时间长度,若上述时间长度超过设定时长,则将上述用户信息设置为实际到达线下站点的第二用户信 息。In this embodiment, the second user information acquiring unit 304 may include: a second user information first acquiring subunit (not shown), configured to view, according to the user information, a network platform that the user logs in to the offline site. The length of time, if the length of time exceeds the set duration, the user information is set as the second user letter actually reaching the offline site. interest.
在本实施例中,上述第二用户信息获取单元304可以包括:第二用户信息第二获取子单元(图中未示出),用于判断所述用户信息的线上行为对应的行为时间是否在预设的时间段内,若是,则将所述用户信息设置为实际到达线下站点的第二用户信息。In this embodiment, the second user information acquiring unit 304 may include: a second user information second obtaining subunit (not shown in the figure), configured to determine whether the behavior time corresponding to the online behavior of the user information is In the preset time period, if yes, the user information is set to the second user information that actually reaches the offline site.
下面参考图4,其示出了适于用来实现本申请实施例的服务器的计算机系统400的结构示意图。Referring now to Figure 4, there is shown a block diagram of a computer system 400 suitable for use in implementing a server of an embodiment of the present application.
如图4所示,计算机系统400包括中央处理单元(CPU)401,其可以根据存储在只读存储器(ROM)402中的程序或者从存储部分408加载到随机访问存储器(RAM)403中的程序而执行各种适当的动作和处理。在RAM403中,还存储有系统400操作所需的各种程序和数据。CPU401、ROM402以及RAM403通过总线404彼此相连。输入/输出(I/O)接口405也连接至总线404。As shown in FIG. 4, computer system 400 includes a central processing unit (CPU) 401 that can be loaded into a program in random access memory (RAM) 403 according to a program stored in read only memory (ROM) 402 or from storage portion 408. And perform various appropriate actions and processes. In the RAM 403, various programs and data required for the operation of the system 400 are also stored. The CPU 401, the ROM 402, and the RAM 403 are connected to each other through a bus 404. An input/output (I/O) interface 405 is also coupled to bus 404.
以下部件连接至I/O接口405:包括键盘、鼠标等的输入部分406;包括诸如阴极射线管(CRT)、液晶显示器(LCD)等以及扬声器等的输出部分407;包括硬盘等的存储部分408;以及包括诸如LAN卡、调制解调器等的网络接口卡的通信部分409。通信部分409经由诸如因特网的网络执行通信处理。驱动器410也根据需要连接至I/O接口405。可拆卸介质411,诸如磁盘、光盘、磁光盘、半导体存储器等等,根据需要安装在驱动器410上,以便于从其上读出的计算机程序根据需要被安装入存储部分408。The following components are connected to the I/O interface 405: an input portion 406 including a keyboard, a mouse, etc.; an output portion 407 including a cathode ray tube (CRT), a liquid crystal display (LCD), and the like, and a storage portion 408 including a hard disk or the like. And a communication portion 409 including a network interface card such as a LAN card, a modem, or the like. The communication section 409 performs communication processing via a network such as the Internet. Driver 410 is also coupled to I/O interface 405 as needed. A removable medium 411 such as a magnetic disk, an optical disk, a magneto-optical disk, a semiconductor memory or the like is mounted on the drive 410 as needed so that a computer program read therefrom is installed into the storage portion 408 as needed.
特别地,根据本公开的实施例,上文参考流程图描述的过程可以被实现为计算机软件程序。例如,本公开的实施例包括一种计算机程序产品,其包括有形地包含在机器可读介质上的计算机程序,上述计算机程序包含用于执行流程图所示的方法的程序代码。在这样的实施例中,该计算机程序可以通过通信部分409从网络上被下载和安装,和/或从可拆卸介质411被安装。In particular, the processes described above with reference to the flowcharts may be implemented as a computer software program in accordance with an embodiment of the present disclosure. For example, embodiments of the present disclosure include a computer program product comprising a computer program tangibly embodied on a machine readable medium, the computer program comprising program code for executing the method illustrated in the flowchart. In such an embodiment, the computer program can be downloaded and installed from the network via the communication portion 409, and/or installed from the removable medium 411.
附图中的流程图和框图,图示了按照本申请各种实施例的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段、或代码 的一部分,上述模块、程序段、或代码的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。也应当注意,在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个接连地表示的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。也要注意的是,框图和/或流程图中的每个方框、以及框图和/或流程图中的方框的组合,可以用执行规定的功能或操作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。The flowchart and block diagrams in the Figures illustrate the architecture, functionality and operation of possible implementations of systems, methods and computer program products in accordance with various embodiments of the present application. In this regard, each block in the flowchart or block diagram can represent a module, program segment, or code. In part, the above-described modules, program segments, or portions of code include one or more executable instructions for implementing the specified logical functions. It should also be noted that in some alternative implementations, the functions noted in the blocks may also occur in a different order than that illustrated in the drawings. For example, two successively represented blocks may in fact be executed substantially in parallel, and they may sometimes be executed in the reverse order, depending upon the functionality involved. It is also noted that each block of the block diagrams and/or flowcharts, and combinations of blocks in the block diagrams and/or flowcharts, can be implemented in a dedicated hardware-based system that performs the specified function or operation. Or it can be implemented by a combination of dedicated hardware and computer instructions.
描述于本申请实施例中所涉及到的单元可以通过软件的方式实现,也可以通过硬件的方式来实现。所描述的单元也可以设置在处理器中,例如,可以描述为:一种处理器包括行为数据接收单元、站点信息获取单元、用户信息获取单元和实际到达线下站点的用户信息获取单元。其中,这些单元的名称在某种情况下并不构成对该单元本身的限定。例如,用户信息获取单元还可以被描述为“用于获取用户信息的单元”。The units involved in the embodiments of the present application may be implemented by software or by hardware. The described unit may also be disposed in the processor, for example, as a processor including a behavior data receiving unit, a site information acquiring unit, a user information acquiring unit, and a user information acquiring unit actually arriving at the offline site. The names of these units do not in any way constitute a limitation on the unit itself. For example, the user information acquisition unit may also be described as "a unit for acquiring user information."
作为另一方面,本申请还提供了一种非易失性计算机存储介质,该非易失性计算机存储介质可以是上述实施例中上述装置中所包含的非易失性计算机存储介质;也可以是单独存在,未装配入终端中的非易失性计算机存储介质。上述非易失性计算机存储介质存储有一个或者多个程序,当上述一个或者多个程序被一个设备执行时,使得上述设备:接收智能终端发来的行为数据,其中,上述行为数据是上述智能终端获得的、与线下站点相关的用户线上行为数据和用户线下行为数据;获取上述线下站点的站点信息,上述站点信息包括站点Wi-Fi基站信息和/或站点位置信息;将上述行为数据与上述站点信息进行匹配得到带有置信度的用户信息;按设定条件对上述用户信息进行筛选得到实际到达线下站点的用户信息。In another aspect, the present application further provides a non-volatile computer storage medium, which may be a non-volatile computer storage medium included in the foregoing apparatus in the foregoing embodiment; It is a non-volatile computer storage medium that exists alone and is not assembled into the terminal. The non-volatile computer storage medium stores one or more programs, when the one or more programs are executed by a device, causing the device to: receive behavior data sent by the smart terminal, wherein the behavior data is the foregoing intelligence User online behavior data and user offline behavior data obtained by the terminal; obtaining site information of the offline site, the site information including site Wi-Fi base station information and/or site location information; The behavior data is matched with the above site information to obtain user information with confidence; the user information is filtered according to the set conditions to obtain the user information actually reaching the offline site.
以上描述仅为本申请的较佳实施例以及对所运用技术原理的说明。本领域技术人员应当理解,本申请中所涉及的发明范围,并不限于上述技术特征的特定组合而成的技术方案,同时也应涵盖在不脱离所述发明构思的情况下,由上述技术特征或其等同特征进行任意组合 而形成的其它技术方案。例如上述特征与本申请中公开的(但不限于)具有类似功能的技术特征进行互相替换而形成的技术方案。 The above description is only a preferred embodiment of the present application and a description of the principles of the applied technology. It should be understood by those skilled in the art that the scope of the invention referred to in the present application is not limited to the specific combination of the above technical features, and should also be covered by the above technical features without departing from the inventive concept. Or any combination of its equivalent features And other technical solutions formed. For example, the above features are combined with the technical features disclosed in the present application, but are not limited to the technical features having similar functions.

Claims (26)

  1. 一种用户信息的识别方法,其特征在于,所述方法包括:A method for identifying user information, characterized in that the method comprises:
    接收智能终端发来的行为数据,其中,所述行为数据是所述智能终端获得的、与线下站点相关的用户线上行为数据和用户线下行为数据;Receiving behavior data sent by the smart terminal, where the behavior data is user online behavior data and user offline behavior data obtained by the intelligent terminal and related to the offline site;
    获取所述线下站点的站点信息,所述站点信息包括站点Wi-Fi基站信息和/或站点位置信息;Obtaining site information of the offline site, where the site information includes site Wi-Fi base station information and/or site location information;
    将所述行为数据与所述站点信息进行匹配得到第一用户信息,其中,所述第一用户信息包括置信度信息;Matching the behavior data with the site information to obtain first user information, where the first user information includes confidence information;
    按设定条件对所述第一用户信息进行筛选得到线下站点的第二用户信息。The first user information is filtered according to the set condition to obtain second user information of the offline site.
  2. 根据权利要求1所述的方法,其特征在于,所述接收智能终端发来的行为数据包括:The method according to claim 1, wherein the receiving behavior data sent by the smart terminal comprises:
    接收智能终端发来的用户线上行为数据,其中,所述用户线上行为数据包括用户身份标识和线上行为对应的行为时间,所述用户身份标识用于对用户的上网数据进行标记;Receiving user online behavior data sent by the smart terminal, where the user online behavior data includes a user identity identifier and an action time corresponding to the online behavior, where the user identity identifier is used to mark the user's online data;
    接收智能终端发来的用户线下行为数据;Receiving offline behavior data of the user sent by the smart terminal;
    其中,所述用户线下行为数据包括以下至少一项:The offline behavior data of the user includes at least one of the following:
    用户位置信息、用户Wi-Fi扫描信息以及用户Wi-Fi连接信息;User location information, user Wi-Fi scan information, and user Wi-Fi connection information;
    所述用户位置信息包括用户经度纬度坐标,所述用户Wi-Fi扫描信息包括所述智能终端扫描到的Wi-Fi基站信息,所述用户Wi-Fi连接信息包括所述智能终端当前连接的Wi-Fi基站信息。The user location information includes user latitude and longitude coordinates, the user Wi-Fi scan information includes Wi-Fi base station information scanned by the smart terminal, and the user Wi-Fi connection information includes a Wi that the smart terminal is currently connected to. -Fi base station information.
  3. 根据权利要求2所述的方法,其特征在于,所述将所述行为数据与所述站点信息进行匹配得到第一用户信息包括:The method according to claim 2, wherein the matching the behavior data with the site information to obtain the first user information comprises:
    对所述用户位置信息与所述站点位置信息进行匹配得到位置匹配信息;Matching the user location information with the site location information to obtain location matching information;
    根据所述位置匹配信息为所述用户设置置信度; Setting a confidence level for the user according to the location matching information;
    根据所述置信度确定所述线下站点的第一用户信息。Determining first user information of the offline site according to the confidence level.
  4. 根据权利要求3所述的方法,其特征在于,所述对所述用户位置信息与所述站点位置信息进行匹配得到位置匹配信息包括:The method according to claim 3, wherein the matching the location information of the user with the location information of the site to obtain location matching information comprises:
    确定所述用户位置信息的用户经度纬度坐标与所述站点位置信息的站点经度纬度坐标之间的距离;Determining a distance between a user longitude latitude coordinate of the user location information and a site longitude latitude coordinate of the site location information;
    若所述距离小于设定距离,所述用户经度纬度坐标与所述站点经度纬度坐标匹配,将所述用户经度纬度坐标和当前时间信息封装成位置匹配信息,否则,所述用户经度纬度坐标与所述站点经度纬度坐标不匹配。If the distance is less than the set distance, the user longitude latitude coordinate matches the station longitude latitude coordinate, and the user longitude latitude coordinate and the current time information are encapsulated into position matching information; otherwise, the user longitude latitude coordinate and the user The station longitude latitude coordinates do not match.
  5. 根据权利要求4所述的方法,其特征在于,所述根据所述位置匹配信息为所述用户设置置信度包括:The method according to claim 4, wherein the setting the confidence level for the user according to the location matching information comprises:
    将所述设定距离分成设定数量的距离区间,为所述距离区间设定置信度,将所述距离对应的所述距离区间的所述置信度作为所述用户的置信度。The set distance is divided into a set number of distance sections, and a confidence level is set for the distance section, and the confidence level of the distance section corresponding to the distance is used as a confidence level of the user.
  6. 根据权利要求5所述的方法,其特征在于,所述根据所述置信度确定所述线下站点的第一用户信息包括:The method according to claim 5, wherein the determining the first user information of the offline site according to the confidence level comprises:
    查看与所述置信度对应的用户线上行为数据,若所述用户线上行为数据中的用户身份标识出现在所述线下站点的网络平台的登录信息中,则将所述用户身份标识作为所述线下站点的第一用户信息。Viewing user online behavior data corresponding to the confidence level, if the user identity identifier in the online behavior data of the user appears in the login information of the network platform of the offline site, the user identity identifier is used as The first user information of the offline site.
  7. 根据权利要求2所述的方法,其特征在于,所述将所述行为数据与所述站点信息进行匹配得到第一用户信息包括:The method according to claim 2, wherein the matching the behavior data with the site information to obtain the first user information comprises:
    将所述用户Wi-Fi扫描信息和用户Wi-Fi连接信息与所述站点Wi-Fi基站信息进行匹配得到Wi-Fi匹配信息;Matching the user Wi-Fi scan information and the user Wi-Fi connection information with the site Wi-Fi base station information to obtain Wi-Fi matching information;
    根据所述Wi-Fi匹配信息为所述用户设置置信度;Setting a confidence level for the user according to the Wi-Fi matching information;
    根据所述置信度确定所述线下站点的第一用户信息。 Determining first user information of the offline site according to the confidence level.
  8. 根据权利要求7所述的方法,其特征在于,所述将所述用户Wi-Fi扫描信息和用户Wi-Fi连接信息与所述站点Wi-Fi基站信息进行匹配得到Wi-Fi匹配信息包括:The method according to claim 7, wherein the matching the user Wi-Fi scan information and the user Wi-Fi connection information with the site Wi-Fi base station information to obtain Wi-Fi matching information comprises:
    将所述用户Wi-Fi扫描信息和用户Wi-Fi连接信息与所述站点Wi-Fi基站信息进行匹配得到确定Wi-Fi匹配信息和可疑Wi-Fi匹配信息;Matching the user Wi-Fi scan information and the user Wi-Fi connection information with the site Wi-Fi base station information to determine Wi-Fi matching information and suspicious Wi-Fi matching information;
    将所述确定Wi-Fi匹配信息和可疑Wi-Fi匹配信息封装成Wi-Fi匹配信息。The determined Wi-Fi matching information and the suspicious Wi-Fi matching information are encapsulated into Wi-Fi matching information.
  9. 根据权利要求8所述的方法,其特征在于,所述根据所述Wi-Fi匹配信息为所述用户设置置信度包括:The method according to claim 8, wherein the setting a confidence level for the user according to the Wi-Fi matching information comprises:
    当所述Wi-Fi匹配信息为所述确定Wi-Fi匹配信息时的所述置信度高于当所述Wi-Fi匹配信息为所述可疑Wi-Fi匹配信息时的所述置信度。The confidence when the Wi-Fi matching information is the determined Wi-Fi matching information is higher than the confidence when the Wi-Fi matching information is the suspect Wi-Fi matching information.
  10. 根据权利要求9所述的方法,其特征在于,所述根据所述置信度确定所述线下站点的第一用户信息包括:The method according to claim 9, wherein the determining the first user information of the offline site according to the confidence comprises:
    查看所述置信度对应的用户线上行为数据,若所述用户线上行为数据中的用户身份标识出现在所述线下站点的网络平台的登录信息中,则将所述用户身份标识作为所述线下站点的第一用户信息。Viewing the user online behavior data corresponding to the confidence level, if the user identity identifier in the online behavior data of the user appears in the login information of the network platform of the offline site, the user identity identifier is used as the location The first user information of the offline site.
  11. 根据权利要求2所述的方法,其特征在于,所述按设定条件对所述第一用户信息进行筛选得到线下站点的第二用户信息包括:The method according to claim 2, wherein the screening the first user information according to the setting condition to obtain the second user information of the offline site comprises:
    根据所述用户信息查看用户登录所述线下站点的网络平台的时间长度,若所述时间长度超过设定时长,则将所述用户信息设置为实际到达线下站点的第二用户信息。And viewing, according to the user information, a length of time that the user logs in to the network platform of the offline site. If the length of time exceeds a set duration, the user information is set as the second user information that actually reaches the offline site.
  12. 根据权利要求2所述的方法,其特征在于,所述按设定条件对所述第一用户信息进行筛选得到线下站点的第二用户信息包括:The method according to claim 2, wherein the screening the first user information according to the setting condition to obtain the second user information of the offline site comprises:
    判断所述用户信息的线上行为对应的行为时间是否在预设的时间 段内,若是,则将所述用户信息设置为实际到达线下站点的第二用户信息。Determining whether the behavior time corresponding to the online behavior of the user information is at a preset time Within the segment, if so, the user information is set to the second user information that actually reaches the offline site.
  13. 一种用户信息的识别装置,其特征在于,所述装置包括:A device for identifying user information, characterized in that the device comprises:
    行为数据接收单元,用于接收智能终端发来的行为数据,其中,所述行为数据是所述智能终端获得的、与线下站点相关的用户线上行为数据和用户线下行为数据;a behavior data receiving unit, configured to receive behavior data sent by the smart terminal, where the behavior data is user online behavior data and user offline behavior data obtained by the intelligent terminal and related to the offline site;
    站点信息获取单元,用于获取所述线下站点的站点信息,所述站点信息包括站点Wi-Fi基站信息和/或站点位置信息;a site information obtaining unit, configured to acquire site information of the offline site, where the site information includes site Wi-Fi base station information and/or site location information;
    第一用户信息获取单元,用于将所述行为数据与所述站点信息进行匹配得到第一用户信息,其中,所述第一用户信息包括置信度信息;a first user information acquiring unit, configured to match the behavior data with the site information to obtain first user information, where the first user information includes confidence information;
    第二用户信息获取单元,用于按设定条件对所述用户信息进行筛选得到线下站点的第二用户信息。The second user information acquiring unit is configured to filter the user information according to the setting condition to obtain second user information of the offline site.
  14. 根据权利要求13所述的装置,其特征在于,所述行为数据接收单元包括:The apparatus according to claim 13, wherein the behavior data receiving unit comprises:
    用户线上行为数据接收子单元,用于接收智能终端发来的用户线上行为数据,其中,所述用户线上行为数据包括用户身份标识和线上行为对应的行为时间,所述用户身份标识用于对用户的上网数据进行标记;a user online behavior data receiving subunit, configured to receive user online behavior data sent by the smart terminal, where the user online behavior data includes a user identity identifier and an action time corresponding to the online behavior, the user identity identifier Used to mark the user's Internet data;
    用户线下行为数据接收子单元,用于接收智能终端发来的用户线下行为数据,所述用户线下行为数据包括以下至少一项:用户位置信息、用户Wi-Fi扫描信息以及用户Wi-Fi连接信息,所述用户位置信息包括用户经度纬度坐标,所述用户Wi-Fi扫描信息包括所述智能终端扫描到的Wi-Fi基站信息,所述用户Wi-Fi连接信息包括所述智能终端当前连接的Wi-Fi基站信息。The offline activity data receiving subunit is configured to receive offline offline behavior data sent by the smart terminal, where the offline behavior data includes at least one of the following: user location information, user Wi-Fi scanning information, and user Wi- Fi connection information, the user location information includes user latitude and longitude coordinates, the user Wi-Fi scan information includes Wi-Fi base station information scanned by the smart terminal, and the user Wi-Fi connection information includes the smart terminal Currently connected Wi-Fi base station information.
  15. 根据权利要求14所述的装置,其特征在于,所述第一用户信息获取单元包括:The device according to claim 14, wherein the first user information obtaining unit comprises:
    位置匹配信息获取子单元,用于对所述用户位置信息与所述站点 位置信息进行匹配得到位置匹配信息;a location matching information obtaining subunit for using the user location information and the site The location information is matched to obtain location matching information;
    第一置信度设置子单元,用于根据所述位置匹配信息为所述用户设置置信度;a first confidence setting subunit, configured to set a confidence level for the user according to the location matching information;
    第一类用户信息确定子单元,用于根据所述置信度确定所述线下站点的第一用户信息。The first type of user information determining subunit is configured to determine first user information of the offline site according to the confidence level.
  16. 根据权利要求15所述的装置,其特征在于,所述位置匹配信息获取子单元包括:The device according to claim 15, wherein the location matching information acquisition subunit comprises:
    距离计算模块,用于确定所述用户位置信息的用户经度纬度坐标与所述站点位置信息的站点经度纬度坐标之间的距离;a distance calculation module, configured to determine a distance between a user longitude latitude coordinate of the user location information and a site longitude latitude coordinate of the site location information;
    位置匹配信息获取模块,用于在所述距离小于设定距离时,判断所述用户经度纬度坐标与所述站点经度纬度坐标匹配,将所述用户经度纬度坐标和当前时间信息封装成位置匹配信息,否则,所述用户经度纬度坐标与所述站点经度纬度坐标不匹配。a position matching information obtaining module, configured to determine, when the distance is less than the set distance, that the longitude and latitude coordinates of the user match the longitude and latitude coordinates of the station, and encapsulate the longitude and latitude coordinates of the user into current position information Otherwise, the user longitude latitude coordinates do not match the station longitude latitude coordinates.
  17. 根据权利要求16所述的装置,其特征在于,所述第一置信度设置子单元包括:The apparatus according to claim 16, wherein said first confidence setting subunit comprises:
    置信度设置模块,用于将所述设定距离分成设定数量的距离区间,为所述距离区间设定置信度,将所述距离对应的所述距离区间的所述置信度作为所述用户的置信度。a confidence setting module, configured to divide the set distance into a set number of distance intervals, set a confidence level for the distance interval, and use the confidence level of the distance interval corresponding to the distance as the user Confidence.
  18. 根据权利要求17所述的装置,其特征在于,所述第一类用户信息确定子单元包括:The apparatus according to claim 17, wherein the first type of user information determining subunit comprises:
    用户信息确定模块,用于查看与所述置信度对应的用户线上行为数据,若所述用户线上行为数据中的用户身份标识出现在所述线下站点的网络平台的登录信息中,则将所述用户身份标识作为所述线下站点的第一用户信息。a user information determining module, configured to view user online behavior data corresponding to the confidence level, if the user identity identifier in the online behavior data of the user appears in the login information of the network platform of the offline site, The user identity is used as the first user information of the offline site.
  19. 根据权利要求14所述的装置,其特征在于,所述第一用户信息获取单元包括: The device according to claim 14, wherein the first user information obtaining unit comprises:
    Wi-Fi匹配信息获取子单元,用于将所述用户Wi-Fi扫描信息和用户Wi-Fi连接信息与所述站点Wi-Fi基站信息进行匹配得到Wi-Fi匹配信息;a Wi-Fi matching information obtaining subunit, configured to match the user Wi-Fi scanning information and the user Wi-Fi connection information with the site Wi-Fi base station information to obtain Wi-Fi matching information;
    第二置信度设置子单元,用于根据所述Wi-Fi匹配信息为所述用户设置置信度;a second confidence setting subunit, configured to set a confidence level for the user according to the Wi-Fi matching information;
    第二类用户信息确定子单元,用于根据所述置信度确定所述线下站点的第一用户信息。And a second type of user information determining subunit, configured to determine first user information of the offline site according to the confidence level.
  20. 根据权利要求19所述的装置,其特征在于,所述Wi-Fi匹配信息获取子单元包括:The apparatus according to claim 19, wherein the Wi-Fi matching information acquisition subunit comprises:
    Wi-Fi匹配信息判断模块,用于将所述用户Wi-Fi扫描信息和用户Wi-Fi连接信息与所述站点Wi-Fi基站信息进行匹配得到确定Wi-Fi匹配信息和可疑Wi-Fi匹配信息;a Wi-Fi matching information determining module, configured to match the user Wi-Fi scanning information and the user Wi-Fi connection information with the site Wi-Fi base station information to determine Wi-Fi matching information and suspicious Wi-Fi matching information;
    Wi-Fi匹配信息封装模块,用于将所述确定Wi-Fi匹配信息和可疑Wi-Fi匹配信息封装成Wi-Fi匹配信息。The Wi-Fi matching information encapsulating module is configured to encapsulate the determined Wi-Fi matching information and the suspicious Wi-Fi matching information into Wi-Fi matching information.
  21. 根据权利要求20所述的装置,其特征在于,所述第二置信度设置子单元包括:The apparatus according to claim 20, wherein said second confidence setting subunit comprises:
    第二置信度设置模块,用于将所述Wi-Fi匹配信息为所述确定Wi-Fi匹配信息时的所述置信度设置为高于当所述Wi-Fi匹配信息为所述可疑Wi-Fi匹配信息时的所述置信度。a second confidence setting module, configured to set the Wi-Fi matching information to the confidence level when determining the Wi-Fi matching information to be higher than when the Wi-Fi matching information is the suspicious Wi- The confidence level when Fi matches the information.
  22. 根据权利要求21所述的装置,其特征在于,所述第二类用户信息确定子单元包括:The apparatus according to claim 21, wherein the second type of user information determining subunit comprises:
    第二类用户信息确定模块,用于查看所述置信度对应的用户线上行为数据,若所述用户线上行为数据中的用户身份标识出现在所述线下站点的网络平台的登录信息中,则将所述用户身份标识作为所述线下站点的第一用户信息。a second type of user information determining module, configured to view user online behavior data corresponding to the confidence level, if the user identity identifier in the online behavior data of the user appears in the login information of the network platform of the offline site And the user identity is used as the first user information of the offline site.
  23. 根据权利要求14所述的装置,其特征在于,所述第二用户信 息获取单元包括:The apparatus of claim 14 wherein said second user letter The information acquisition unit includes:
    第二用户信息第一获取子单元,用于根据所述用户信息查看用户登录所述线下站点的网络平台的时间长度,若所述时间长度超过设定时长,则将所述用户信息设置为实际到达线下站点的第二用户信息。a second user information first obtaining subunit, configured to view, according to the user information, a length of time for the user to log in to the network platform of the offline site, and if the time length exceeds a set duration, set the user information to The second user information that actually reaches the offline site.
  24. 根据权利要求14所述的装置,其特征在于,所述第二用户信息获取单元包括:The device according to claim 14, wherein the second user information obtaining unit comprises:
    第二用户信息第二获取子单元,用于判断所述用户信息的线上行为对应的行为时间是否在预设的时间段内,若是,则将所述用户信息设置为实际到达线下站点的第二用户信息。a second user information second obtaining sub-unit, configured to determine whether the behavior time corresponding to the online behavior of the user information is within a preset time period, and if yes, setting the user information to actually reach the offline site Second user information.
  25. 一种设备,包括:A device that includes:
    处理器;和Processor; and
    存储器,Memory,
    所述存储器中存储有能够被所述处理器执行的计算机可读指令,在所述计算机可读指令被执行时,所述处理器执行权利要求1至12中任一项所述的方法。The memory stores computer readable instructions executable by the processor, the processor executing the method of any one of claims 1 to 12 when the computer readable instructions are executed.
  26. 一种非易失性计算机存储介质,所述计算机存储介质存储有能够被处理器执行的计算机可读指令,当所述计算机可读指令被处理器执行时,所述处理器执行权利要求1至12中任一项所述的方法。 A non-volatile computer storage medium storing computer readable instructions executable by a processor, the processor executing claim 1 to when the computer readable instructions are executed by a processor The method of any of 12 .
PCT/CN2015/096013 2015-09-30 2015-11-30 Recognition method and apparatus for user information WO2017054307A1 (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201510640212.0 2015-09-30
CN201510640212.0A CN105138875A (en) 2015-09-30 2015-09-30 Identification method and device for user information

Publications (1)

Publication Number Publication Date
WO2017054307A1 true WO2017054307A1 (en) 2017-04-06

Family

ID=54724220

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CN2015/096013 WO2017054307A1 (en) 2015-09-30 2015-11-30 Recognition method and apparatus for user information

Country Status (2)

Country Link
CN (1) CN105138875A (en)
WO (1) WO2017054307A1 (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111078804A (en) * 2019-12-09 2020-04-28 武汉数文科技有限公司 Information association method, system and computer terminal

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107767168A (en) * 2017-09-19 2018-03-06 神策网络科技(北京)有限公司 User behavior data processing method and processing device, electronic equipment and storage medium
CN112700235A (en) * 2019-10-22 2021-04-23 北京迈格威科技有限公司 Method and device for identifying offline payment user and electronic equipment
CN110992098A (en) * 2019-12-03 2020-04-10 腾讯云计算(北京)有限责任公司 Method, device, equipment and medium for obtaining object information
CN111127094B (en) * 2019-12-19 2023-08-25 秒针信息技术有限公司 Account matching method and device, electronic equipment and storage medium

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20130304685A1 (en) * 2009-10-02 2013-11-14 Sony Corporation Behaviour pattern analysis system, mobile terminal, behaviour pattern analysis method, and program
CN103402177A (en) * 2013-08-02 2013-11-20 南京市海聚信息科技有限公司 Information pushing system of WiFi (wireless fidelity) terminal and implementation method thereof
CN103945007A (en) * 2014-05-08 2014-07-23 百度在线网络技术(北京)有限公司 Information pushing method and device
CN103985047A (en) * 2014-04-25 2014-08-13 小米科技有限责任公司 Target terminal recognition method and terminal monitoring method, device and system
CN104317790A (en) * 2014-07-22 2015-01-28 翔傲信息科技(上海)有限公司 Big-data based user behavior control method and system
CN104750832A (en) * 2015-04-02 2015-07-01 百度在线网络技术(北京)有限公司 Information releasing method, device and system

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20130304685A1 (en) * 2009-10-02 2013-11-14 Sony Corporation Behaviour pattern analysis system, mobile terminal, behaviour pattern analysis method, and program
CN103402177A (en) * 2013-08-02 2013-11-20 南京市海聚信息科技有限公司 Information pushing system of WiFi (wireless fidelity) terminal and implementation method thereof
CN103985047A (en) * 2014-04-25 2014-08-13 小米科技有限责任公司 Target terminal recognition method and terminal monitoring method, device and system
CN103945007A (en) * 2014-05-08 2014-07-23 百度在线网络技术(北京)有限公司 Information pushing method and device
CN104317790A (en) * 2014-07-22 2015-01-28 翔傲信息科技(上海)有限公司 Big-data based user behavior control method and system
CN104750832A (en) * 2015-04-02 2015-07-01 百度在线网络技术(北京)有限公司 Information releasing method, device and system

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111078804A (en) * 2019-12-09 2020-04-28 武汉数文科技有限公司 Information association method, system and computer terminal
CN111078804B (en) * 2019-12-09 2024-03-15 武汉数文科技有限公司 Information association method, system and computer terminal

Also Published As

Publication number Publication date
CN105138875A (en) 2015-12-09

Similar Documents

Publication Publication Date Title
CN108768943B (en) Method and device for detecting abnormal account and server
US10642985B2 (en) Method and device for vulnerability scanning
WO2017054307A1 (en) Recognition method and apparatus for user information
CN106790105B (en) Crawler identification interception method and system based on business data
US11509505B2 (en) Method and apparatus for operating smart network interface card
EP3211825B1 (en) Trusted terminal verification method and apparatus
CN108134816B (en) Access to data on remote device
CN112953971B (en) Network security flow intrusion detection method and system
CN102710770A (en) Identification method for network access equipment and implementation system for identification method
CN110889096B (en) Login method, login device, computer equipment and storage medium
WO2022142685A1 (en) Infection probability prediction method and apparatus for infectious disease, storage medium and electronic device
CN111885007B (en) Information tracing method, device, system and storage medium
CN105991412A (en) Method and device for pushing message
CN107040518A (en) A kind of private clound server log method and system
CN107689975B (en) Cloud computing-based computer virus identification method and system
CN104618853B (en) A kind of information push method, apparatus and system
CN110764979A (en) Log identification method, system, electronic device and computer readable medium
CN113242301A (en) Method and device for selecting real server, computer equipment and storage medium
CN110401626B (en) Hacker attack grading detection method and device
CN115242684B (en) Full-link pressure measurement method and device, computer equipment and storage medium
CN113794731B (en) Method, device, equipment and medium for identifying CDN (content delivery network) -based traffic masquerading attack
US10803861B2 (en) Method and apparatus for identifying information
JP2015528260A (en) Method and device for providing communication connections for multiple candidate applications within a mobile device
CN109714770B (en) Method and apparatus for transmitting information
CN112153091B (en) Method and device for determining relevance of equipment

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 15905219

Country of ref document: EP

Kind code of ref document: A1

NENP Non-entry into the national phase

Ref country code: DE

122 Ep: pct application non-entry in european phase

Ref document number: 15905219

Country of ref document: EP

Kind code of ref document: A1