CN110247956A - User's portrait generation method, device, computer equipment and storage medium - Google Patents
User's portrait generation method, device, computer equipment and storage medium Download PDFInfo
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- CN110247956A CN110247956A CN201910429105.1A CN201910429105A CN110247956A CN 110247956 A CN110247956 A CN 110247956A CN 201910429105 A CN201910429105 A CN 201910429105A CN 110247956 A CN110247956 A CN 110247956A
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- 238000000034 method Methods 0.000 title claims abstract description 33
- 238000004590 computer program Methods 0.000 claims description 25
- 238000000605 extraction Methods 0.000 claims description 3
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- 238000012423 maintenance Methods 0.000 description 4
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/535—Tracking the activity of the user
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W48/00—Access restriction; Network selection; Access point selection
- H04W48/16—Discovering, processing access restriction or access information
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Abstract
This application involves a kind of user portrait generation method, device, computer equipment and storage mediums.It is related to user's portrait.The described method includes: obtaining the wireless network connection data of user terminal；The wireless access point of the user terminal connection is determined from the wireless network connection data；Judge whether the connection between the user terminal and the wireless access point is effectively to connect, and then determine the target wireless access points effectively connecting with the user terminal；The corresponding access point type of the target wireless access points is obtained, the corresponding user tag of described access point type is searched；It is drawn a portrait according to the user tag life and corresponding weight at the user of the user terminal, wherein the degree of association of the weight of user tag described in user portrait between the user terminal and the target wireless access points.The user's portrait for including various dimensions user characteristics can be generated using this method.
Description
Technical field
This application involves field of computer technology, set more particularly to a kind of user portrait generation method, device, computer
Standby and storage medium.
Background technique
User's portrait is the important application of big data technology, and target is that retouching for user is established in many dimensions
The property stated tag attributes in turn, can be with to be sketched the contours using these tag attributes true personal characteristics various to user
It is drawn a portrait using user and excavates user demand, analyze user preference, and it is more efficient and more by matching user's portrait to be supplied to user
Targeted information conveyance and the user experience closer to personal habits.
Traditional data source for establishing user's portrait is mostly network behavior data, as access times, visiting frequency, access stop
The time is stayed, active time, information input is operated, (is such as paid attention in clickthrough, interactive operation, cancels concern, marking, preservation
It for bookmark, shopping cart is added, takes out shopping cart, forms order, cancels an order, pay the bill, reimbursement etc.).It is relatively common, lead to
Cross user's browsing behavior building user's portrait in social network sites.User's portrait that the mode of traditional creation user portrait constructs
One of data source website or the user behavior characteristics in limited several fields are limited to, it is raw that user job cannot be included
The label covering surface of each dimension in work, user's portrait is very limited.
Summary of the invention
Based on this, it is necessary to which in view of the above technical problems, providing one kind can be by the wireless network connection data of user
Generate user's portrait generation method, device, computer equipment and the storage medium for including user's portrait of various dimensions user characteristics.
A kind of user's portrait generation method, which comprises
Obtain the wireless network connection data of user terminal；
The wireless access point of the user terminal connection is determined from the wireless network connection data；
Judge whether the connection between the user terminal and the wireless access point is effectively to connect, and then determining and institute
State the target wireless access points that user terminal effectively connects；
The corresponding access point type of the target wireless access points is obtained, the corresponding user's mark of described access point type is searched
Label；
User's portrait that the user terminal is generated according to the user tag and corresponding weight, wherein the user marks
The degree of association of the weight of label between the user terminal and the target wireless access points.
In one embodiment, whether the connection judged between the user terminal and the wireless access point is to have
Effect connection, and then determine the target wireless access points effectively connecting with the user terminal, comprising:
The connection features of the user terminal Yu the wireless access point are extracted from the wireless network connection data；
Obtain the corresponding access features of the wireless access point, judge the connection features whether with the access features phase
Matching, if so, the wireless access point is effectively to connect with the connection of the user terminal；
Or obtain the corresponding access point type of the wireless access point, judge the connection features whether with the access
The associated standard access features of vertex type match, if so, the connection of the wireless access point and the user terminal is to have
Effect connection.
In one embodiment, the user for generating the user terminal according to the user tag draws a portrait, comprising:
If the not associated access features of user tag, the user that the user tag is configured to the user terminal is marked
Label；
If the user tag is associated with access features, by the associated access features of the user tag and the Target Wireless
The access features of access point are matched, if successful match, configure the user tag to the user of the user terminal
Label.
In one embodiment, the user for generating the user terminal according to the user tag draws a portrait, wherein institute
The degree of association of the weight of user tag described in user's portrait between the user terminal and the target wireless access points is stated,
Include:
By described access point type, the access features of the target wireless access points and the user terminal and the mesh
Connection features between mark wireless access point are input to label and generate in model, obtain the user that the label generates model output
Label and the corresponding weight of each user tag；
User's portrait is generated according to the user tag and corresponding weight.
In one embodiment, the method also includes:
Risk information is obtained, risk subscribers are positioned according to the risk information；
The wireless network connection data for obtaining the risk subscribers, from the wireless network connection data extract with it is described
The highest target wireless access points of the risk subscribers degree of association；
The target wireless access points are labeled as high risk wireless access point.
A kind of user's portrait generating means, described device include:
Wireless network connection data acquisition module, for obtaining the wireless network connection data of user terminal；
Wireless access point extraction module, for determining the user terminal connection from the wireless network connection data
Wireless access point；
Target wireless access points determining module, for judging the connection between the user terminal and the wireless access point
It whether is effectively to connect, and then determine the target wireless access points effectively connecting with the user terminal；
User tag determining module, for obtaining the corresponding access point type of the target wireless access points, described in lookup
The corresponding user tag of access point type；
User's portrait generation module, for generating the use of the user terminal according to the user tag and corresponding weight
Family portrait, wherein the degree of association of the weight of the user tag between the user terminal and the target wireless access points.
In one embodiment, the target wireless access points determining module is also used to from the wireless network connection number
According to the middle connection features for extracting the user terminal and the wireless access point；It is special to obtain the corresponding access of the wireless access point
Sign, judges whether the connection features match with the access features, if so, the wireless access point and the user are whole
The connection at end is effectively connection；Or the corresponding access point type of the wireless access point is obtained, judge that the connection features are
The no standard access features with described access point type association match, if so, the wireless access point and the user are whole
The connection at end is effectively connection.
In one embodiment, user's portrait generation module, if it is special to be also used to the not associated access of the user tag
Sign, configures the user tag to the user tag of the user terminal；If the user tag is associated with access features, by institute
The associated access features of user tag are stated to be matched with the access features of the target wireless access points, if successful match,
Configure the user tag to the user tag of the user terminal.
A kind of computer equipment, including memory and processor, the memory are stored with computer program, the processing
The step of device realizes method described above when executing the computer program.
A kind of computer readable storage medium, is stored thereon with computer program, and the computer program is held by processor
The step of method described above is realized when row.
Above-mentioned user's portrait generation method, device, computer equipment and storage medium, pass through the wireless network of user terminal
Data are connected, the target wireless access points effectively connecting with user terminal are extracted, are based on the corresponding access of target wireless access points
Type determines user tag, and access point type is varied, and connection behavior of the user in multiple wireless access point places, which embodies, to be used
Family feature, the connection data based on user terminal and wireless access point excavate user in all trades and professions, and the behavior in each place is special
Sign, and then establish the user's portrait for including various dimensions user characteristics.
Detailed description of the invention
Fig. 1 is the application scenario diagram of user's portrait generation method in one embodiment；
Fig. 2 is the flow diagram of user's portrait generation method in one embodiment；
Fig. 3 is the schematic diagram that user's portrait is generated based on wireless network connection data；
Fig. 4 is the process for generating user's portrait step of the user terminal in one embodiment according to the user tag
Schematic diagram；
Fig. 5 is the structural block diagram of user's portrait generating means in one embodiment；
Fig. 6 is the internal structure chart of computer equipment in one embodiment.
Specific embodiment
It is with reference to the accompanying drawings and embodiments, right in order to which the objects, technical solutions and advantages of the application are more clearly understood
The application is further elaborated.It should be appreciated that specific embodiment described herein is only used to explain the application, not
For limiting the application.
User's portrait generation method provided by the present application, can be applied in application environment as shown in Figure 1.Wherein, it uses
Family terminal 102 is communicated with server 104 by network by network.User terminal is connected by wireless network access device
Wireless network access point, and generate wireless network connection data.Server collects the wireless network connection data of user terminal, base
User terminal corresponding user's portrait is generated in wireless network connection data, and wireless network is based on due to access point type multiplicity
User's portrait that connection data generate can include the user characteristics of user's various dimensions.Wherein, terminal 102 can be, but not limited to be
Various personal computers, laptop, smart phone, tablet computer and portable wearable device, server 104 can be used
The server cluster of independent server either multiple servers composition is realized.
In one embodiment, as shown in Fig. 2, providing a kind of user's portrait generation method, it is applied to Fig. 1 in this way
In server for be illustrated, comprising the following steps:
Step 202, the wireless network connection data of user terminal are obtained.
User terminal connects wireless router and connects wireless network, and generates wireless network data.User terminal it is wireless
Network connection data includes the wireless access point identification of user terminal connection, the turn-on time of wireless access point, wireless access point
Turn-off time, wherein wireless access point identification includes that the unique identification of wireless access point names and wireless access point is (i.e. wireless
Access point ID).
Step 204, the wireless access point of user terminal connection is determined from wireless network connection data.
Server obtains the wireless network connection data (one month such as nearly) of user terminal within the set time, from wireless network
Network connects all wireless access point that user terminal connection is extracted in data, while counting user terminal and each wireless access point
Connection features, connection features include rate of connections, access duration, turn-on time distribution, continuously coupled maximum number of days etc.,
Middle turn-on time distribution includes working day, evening, weekend, festivals or holidays etc..
Step 206, judge whether the connection between user terminal and wireless access point is effectively to connect, and then determine user
The target wireless access points that terminal effectively connects.
User terminal connects various wireless access point, and the possible user terminal of some of wireless access point only connects
Once or user terminal connection wireless access point is only of short duration loiter network behavior, and user terminal is not with the wireless access point
Effective connection, the user characteristics reflected based on the wireless access point and the inadaptable user terminal connected in vain.Citing
For, maintenance circuit personnel, when certain enterprise carries out power grid maintenance, connected the enterprise at weekend or non-working time
WIFI is not particularly suited for maintenance circuit personnel by the user characteristics (such as large enterprises employee) that enterprise WIFI is determined, we
This connection of maintenance circuit personnel and enterprise WIFI are considered as invalid connection.
In this step, server filtered out from numerous wireless access point that user terminal connects effectively connect wirelessly connect
Access point, the target access for as needing to screen with the wireless access point that user terminal is effectively connect.
In one embodiment, target wireless access points can be connection duration and be greater than greater than given threshold or rate of connections
The wireless access point of given threshold.
Step 208, the corresponding access point type of target wireless access points is obtained, user corresponding with access point type is searched
Label.
Multiple access point types are pre-defined, each access point type is defined and corresponds to standard access features, standard access is special
Sign includes multiple access features variables and the corresponding value range of access features variable.The corresponding mark of different access point types
Quasi- access features are not identical.Standard access features are not identical to be embodied in the corresponding variable-value of access features variable or variable takes
It is not identical to be worth range.The access features variable that standard access features include can be the connection number of mobile terminal in setting time,
Turn-on time distribution, mobile terminal connect the duration, continuously coupled maximum number of days in setting time, when working day per unit
Between (hour) connection mobile device number mean value, festivals or holidays connect mobile device number mean value etc. per unit time.
Server obtains connecing for wireless access point by for statistical analysis to a large amount of WIFI connection log being collected into
Enter feature.The corresponding access features variable of the access features of wireless access point characteristic variable phase corresponding with standard access features
Together.By matching the access features of wireless access point standard access features corresponding with access point type, obtain each
The corresponding access point type of wireless access point.The matching of the access features and standard access features of wireless access point is substantially spy
Levy the matching of variate-value or characteristic variable value range.
In one embodiment, access point type may include wireless family access point, enterprise wireless access point, school without
Line access point, cinema's wireless access point, airport wireless access points, hotel's wireless access point etc., the type of wireless access point can
It is finely divided according to demand, the corresponding standard access features of Main Access Point type are variant mutually.
As shown in figure 3, wireless access point A access features standard access features phase corresponding with enterprise access points type
Match, then the corresponding access point type of wireless access point is enterprise wireless access point.Likewise, the access features of wireless access point B
Standard access features corresponding with enterprise access points type also match, then the corresponding access point type of wireless access point B is also
Enterprise wireless access point.
The access point type for definition configures at least one user tag in advance.The for example use of wireless family access point configuration
Family label can be " looking after one's family ", " big family ", " nuclear family ", be the user tag of enterprise wireless access point configuration for " work labor
It is " flying trapeze ", " business big shot " etc. that mould ", " large enterprises employee ", which are the user tag of airport wireless access points configuration,.
Step 210, according to user tag generate user terminal user draw a portrait, wherein user portrait in user tag power
The degree of association of the weight between user terminal and target wireless access points.
Server obtains the corresponding access point type of all target wireless access points of connection, and it is corresponding to obtain access point type
User tag, and user tag is allocated to user terminal, the user tag as user terminal.As user terminal connects
Target wireless access points are airport wireless access points, therefore, configure the use of user terminal for " flying trapeze ", " commercial big shot "
Family label.
After the user tag for determining user terminal, user tag weight is determined for each user tag.User terminal connection
The degree of association of multiple effective target wireless access points, different target wireless access points and user terminal is not identical, based on use
The degree of association between family terminal and wireless access point determines that the corresponding user tag of wireless access point is drawn in the user of user terminal
Weight as in.If the degree of association of user terminal and airport wireless access points is 80%, then " flying trapeze ", " commercial big shot " are right
The user tag weight answered is 80%.
In one embodiment, user terminal and each target are extracted from the wireless network connection data of user terminal
The connection features of wireless access point.Connection features include rate of connections, access duration, turn-on time distribution, it is continuously coupled most
Big number of days etc., wherein turn-on time distribution includes working day, evening, weekend, festivals or holidays etc..Then each Target Wireless is obtained to connect
The corresponding access features of access point, by the company of the access features of target wireless access points and user terminal and the target wireless access points
It connects feature to be matched, the matching degree between access features and connection features is higher, and user terminal is associated with wireless access point
It spends higher.Wherein, the variate-value or variable-value for matching substantially the same characteristic variable of access features and connection features
The matching of range.
In the present embodiment, wireless access point is arranged in all trades and professions, and in each place, each wireless access point has
Certain characteristic point by the characteristic point of the determining user of connection between user and wireless access point, and then establishes user's portrait,
Without collecting the various actions feature of user, the user of user's various aspects only can be obtained by the network connection behavior of user
Feature is had based on user's portrait that network connection behavior generates
In one embodiment, step 206, judge whether the connection between user terminal and wireless access point is effectively to connect
It connects, and then determines the target wireless access points effectively connecting with user terminal, comprising: extract and use from wireless network connection data
The connection features of family terminal and wireless access point obtain the corresponding access features of wireless access point, judge connection features whether with
Access features match, if so, the connection of wireless access point and user terminal is effectively connection.Or obtain wireless access point
Corresponding access point type, judges whether connection features match with the associated standard access features of access point type, if so,
The connection of wireless access point and user terminal is effectively connection.
Judge whether the connection between user terminal and wireless access point is that effective connection substantially calculates user terminal
Matching degree (or degree of association) between wireless access point, the connection between user terminal and wireless access point, which meets, wirelessly to be connect
The access features (or standard access features) of access point, then the connection of user terminal and wireless access point is effectively connection.Such as nothing
The access features (or standard access features) of line access point are as follows: turn-on time is distributed on weekdays, when mobile terminal is continuously coupled
Between be greater than 7 hours, the continuously coupled number of days of mobile terminal be greater than 5 days.The connection features of user terminal and wireless access point are as follows: even
Connect Annual distribution on weekdays, the continuously coupled time is greater than 8 hours, and continuously coupled number of days is greater than 5 days, and the connection of user terminal is special
It levies and matches with the access features of wireless access point, then the connection of user terminal and wireless access point is effectively connection.
In one embodiment, the matching degree threshold of the access features between connection features and wireless access point is pre-defined
Value, matching degree are greater than given threshold, then the connection of user terminal and wireless access point is effectively connection.
In one embodiment, as shown in figure 4, step 210, the use of the user terminal is generated according to the user tag
Family portrait, wherein the weight of user tag described in user portrait is the user terminal and the target wireless access points
Between the degree of association, comprising:
Step 402, if the not associated access features of user tag, configure user tag to the user tag of user terminal,
The degree of association of the weight of user tag between user terminal and target wireless access points.
With reference to Fig. 3, in the corresponding user tag of definition access point type, it is special that associated access is defined for user tag
Sign.Further, the corresponding general user tag of corresponding access point type can not define access features, general user tag
Characterize the general-purpose attribute of all wireless access point of the correspondence access point type.User's mark of corresponding not associated access features
Label, server directly configures the user tag to the user tag of user terminal, and the weight of user tag is user terminal
With the degree of association of target wireless access points.
Step 404, if user tag is associated with access features, the associated access features of user tag and Target Wireless are accessed
The access features of point are matched, if matching, configures user tag to the user tag of user terminal.
The user tag that server is directed to different radio access point in advance defines associated access features.Enterprise wireless connects
Access point determines if carrying out user tag according only to access point type, is to be each configured to use by large enterprises employee and small enterprise employee
The user tag of family terminal, it will the accuracy for causing user to draw a portrait is low.
In the present embodiment, associated access features are defined for user tag in advance.The associated access features packet of user tag
It includes: the connection number of mobile terminal and/or turn-on time distribution etc. in setting time.Such as " large enterprises employee " corresponding access features
Are as follows: the connection of mobile terminal is greater than 1000 people in setting time, and " small enterprise employee " corresponding access features are setting time
The connection number of interior mobile terminal is less than 100 people.
The associated access features of user tag are matched with the access features of target wireless access points, if matching,
It configures user tag to the user tag of user terminal, if mismatching, obtains the corresponding next user's mark of access point type
The access features of label, and the access features of user tag are matched with the access features of target wireless access points, until sentencing
The corresponding user tag of access point type of having broken.
As shown in figure 3, the corresponding user tag of enterprise wireless access point includes: large enterprises employee, small enterprise employee.User
The target wireless access points of terminal connection are wireless access point A, and the access features of wireless access point A are associated with " large enterprises employee "
Access features match, then configure the user tag of user terminal for " large enterprises employee ", the access of wireless access point A is special
Sign is not matched that with " small enterprise employee " associated access features, then does not configure the user of user terminal for " small enterprise employee "
Label.
In the present embodiment, access features are associated with to the corresponding user tag of access point type, by by individual wireless access
The matching of point and the associated access features of user tag determines the Different Individual wireless access point institute of corresponding same access point type
Corresponding different user tag.
Further, if the access features of the associated access features of user tag and target wireless access points match,
The user tag is associated with the target wireless access points, when user terminal carries out user tag by the target wireless access points
When determining, directly configure the associated user tag of target wireless access points to the user tag of user terminal, without repeat into
Row aspect ratio pair.
In one embodiment, the target wireless access points effectively connecting with user terminal are being determined, and is obtaining target
After the corresponding access point type of wireless access point, label is called to generate model.Access point type, target wireless access points are corresponding
Access features and the connection features of user terminal and target wireless access points be input to label and generate model, label generates mould
Type filters out from the corresponding numerous user tags of access point type by access features and connection features and meets the user terminal
User tag, and export the weight of user tag.
In the present embodiment, by the machine learning model constructed in advance, it can quickly be determined and be used according to wireless access data
Family label, and the user tag determined has fully considered the connection features of terminal and wireless access point, the access of wireless access point
Feature, access point type etc..
It in one embodiment, can be fixed according to the risk information in third-party platform such as police's system, banking system
Risk subscribers terminal in this platform of position.The wireless network connection data for obtaining the risk subscribers terminal, from wireless network connection
The wireless access point that risk subscribers terminal connection is obtained in data is extracted from wireless network connection data and is closed with risk subscribers
The highest target wireless access points of connection degree, wherein rate of connections is higher and/or the Connection Time is longer, user terminal and wireless access
The degree of association of point is higher.And then target wireless access points are labeled as high risk wireless access point, when other terminal devices connect
When wireless access point, high risk prompting message is sent to the terminal device of request access.
In another embodiment, the wireless access point report information that receiving terminal apparatus is sent, when other terminal devices
When connecting wireless access point, report information is sent to the terminal device of request access.Report that the wireless access point is if any 100 people
High risk access point, if the wireless access point is suspicious multiple level marketing access point, which is black etc..
In the present embodiment, by the access relation of user and wireless access point, risk subscribers are grafted in wireless access point
Come, determines have risky wireless access point.
It should be understood that although each step in the flow chart of Fig. 2 and Fig. 4 is successively shown according to the instruction of arrow,
But these steps are not that the inevitable sequence according to arrow instruction successively executes.Unless expressly state otherwise herein, these
There is no stringent sequences to limit for the execution of step, these steps can execute in other order.Moreover, in Fig. 2 and Fig. 4
At least part step may include that perhaps these sub-steps of multiple stages or stage are not necessarily same to multiple sub-steps
One moment executed completion, but can execute at different times, and the execution in these sub-steps or stage sequence is also not necessarily
Be successively carry out, but can at least part of the sub-step or stage of other steps or other steps in turn or
Alternately execute.
In one embodiment, as shown in figure 5, providing a kind of user's portrait generating means, comprising:
Wireless network connection data acquisition module 502, for obtaining the wireless network connection data of user terminal.
Wireless access point extraction module 504, for determining that the user terminal connects from the wireless network connection data
The wireless access point connect.
Target wireless access points determining module 506, for judging between the user terminal and the wireless access point
Whether connection is effectively to connect, and then determine the target wireless access points effectively connecting with the user terminal.
User tag determining module 508 searches institute for obtaining the corresponding access point type of the target wireless access points
State the corresponding user tag of access point type.
User's portrait generation module 510, for generating the user terminal according to the user tag and corresponding weight
User portrait, wherein the weight of the user tag being associated between the user terminal and the target wireless access points
Degree.
In one embodiment, the target wireless access points determining module 506 is also used to from the wireless network connection
The connection features of the user terminal Yu the wireless access point are extracted in data；Obtain the corresponding access of the wireless access point
Feature, judges whether the connection features match with the access features, if so, the wireless access point and the user
The connection of terminal is effectively connection；Or the corresponding access point type of the wireless access point is obtained, judge the connection features
Whether match with the standard access features of described access point type association, if so, the wireless access point and the user
The connection of terminal is effectively connection.
In one embodiment, user's portrait generation module 510, if being also used to the not associated access of the user tag
Feature configures the user tag to the user tag of the user terminal；It, will if the user tag is associated with access features
The associated access features of user tag are matched with the access features of the target wireless access points, if successful match,
Then configure the user tag to the user tag of the user terminal.
In one embodiment, user's portrait generation module 510, is also used to described access point type, the mesh
Mark the connection features input between the access features and the user terminal and the target wireless access points of wireless access point
It is generated in model to label, user tag and each user tag for obtaining the label generation model output are corresponding
Weight.
In one embodiment, user's portrait generation method further include: high risk wireless access point mark module, for fixed
Position risk subscribers；The wireless network connection data for obtaining the risk subscribers, from the wireless network connection data extract with
The highest target wireless access points of the risk subscribers degree of association；The target wireless access points are wirelessly connect labeled as high risk
Access point.
The specific limit for limiting the generation method that may refer to draw a portrait above for user about user's portrait generating means
Fixed, details are not described herein.Above-mentioned user draw a portrait the modules in generating means can fully or partially through software, hardware and its
Combination is to realize.Above-mentioned each module can be embedded in the form of hardware or independently of in the processor in computer equipment, can also be with
It is stored in the memory in computer equipment in a software form, in order to which processor calls the above modules of execution corresponding
Operation.
In one embodiment, a kind of computer equipment is provided, which can be server, internal junction
Composition can be as shown in Figure 6.The computer equipment include by system bus connect processor, memory, network interface and
Database.Wherein, the processor of the computer equipment is for providing calculating and control ability.The memory packet of the computer equipment
Include non-volatile memory medium, built-in storage.The non-volatile memory medium is stored with operating system, computer program and data
Library.The built-in storage provides environment for the operation of operating system and computer program in non-volatile memory medium.The calculating
The database of machine equipment is for storing the corresponding access point type data of wireless access point and the corresponding user of access point type
Label etc..The network interface of the computer equipment is used to communicate with external terminal by network connection.The computer program quilt
To realize a kind of user's portrait generation method when processor executes.
It will be understood by those skilled in the art that structure shown in Fig. 6, only part relevant to application scheme is tied
The block diagram of structure does not constitute the restriction for the computer equipment being applied thereon to application scheme, specific computer equipment
It may include perhaps combining certain components or with different component layouts than more or fewer components as shown in the figure.
In one embodiment, a kind of computer equipment, including memory and processor are provided, which is stored with
Computer program, the processor perform the steps of the wireless network connection number for obtaining user terminal when executing computer program
According to；The wireless access point of the user terminal connection is extracted from the wireless network connection data；Judge the user terminal
Whether the connection between the wireless access point is effectively to connect, and then determine the target effectively connecting with the user terminal
Wireless access point；The corresponding access point type of the target wireless access points is obtained, the corresponding use of described access point type is searched
Family label；Configure the user tag to the user tag of the user terminal, the weight of the user tag is the use
The degree of association between family terminal and the target wireless access points；It is raw according to the weight of the user tag and the user tag
It draws a portrait at user.
In one embodiment, it also performs the steps of when processor executes computer program and connects from the wireless network
Connect the connection features that the user terminal Yu the wireless access point are extracted in data；Obtain that the wireless access point is corresponding to be connect
Enter feature, judge whether the connection features match with the access features, if so, the wireless access point and the use
The connection of family terminal is effectively connection；Or the corresponding access point type of the wireless access point is obtained, judge that the connection is special
Whether sign matches with the standard access features of described access point type association, if so, the wireless access point and the use
The connection of family terminal is effectively connection.
In one embodiment, if processor also performs the steps of the user tag not when executing computer program
Access features are associated with, configure the user tag to the user tag of the user terminal；If the user tag association connects
Enter feature, the associated access features of the user tag are matched with the access features of the target wireless access points, if
Matching, then configure the user tag to the user tag of the user terminal.
In one embodiment, processor execute computer program when also perform the steps of by described access point type,
Connection between the access features of the target wireless access points and the user terminal and the target wireless access points is special
Sign is input to label and generates in model, obtains user tag and each user tag that the label generates model output
Corresponding weight.
In one embodiment, it is also performed the steps of when processor executes computer program and obtains risk information,
Risk subscribers are positioned according to the risk information；The wireless network connection data for obtaining the risk subscribers, from the nothing
It is extracted and the highest target wireless access points of the risk subscribers degree of association in line network connection data；The Target Wireless is connect
Access point is labeled as high risk wireless access point.
In one embodiment, a kind of computer readable storage medium is provided, computer program is stored thereon with, is calculated
Machine program performs the steps of the wireless network connection data for obtaining user terminal when being executed by processor；From the wireless network
The wireless access point of the user terminal connection is extracted in network connection data；Judge the user terminal and the wireless access point
Between connection whether be effectively to connect, and then determine the target wireless access points that effectively connect with the user terminal；It obtains
The corresponding access point type of the target wireless access points searches the corresponding user tag of described access point type；By the use
Family label is configured to the user tag of the user terminal, and the weight of the user tag is the user terminal and the target
The degree of association between wireless access point；User's portrait is generated according to the weight of the user tag and the user tag.
In one embodiment, it is also performed the steps of when computer program is executed by processor from the wireless network
The connection features of the user terminal Yu the wireless access point are extracted in connection data；It is corresponding to obtain the wireless access point
Access features, judge whether the connection features match with the access features, if so, the wireless access point with it is described
The connection of user terminal is effectively connection；Or the corresponding access point type of the wireless access point is obtained, judge the connection
Whether feature matches with the standard access features of described access point type association, if so, the wireless access point with it is described
The connection of user terminal is effectively connection.
In one embodiment, if also performing the steps of the user tag when computer program is executed by processor
Not associated access features configure the user tag to the user tag of the user terminal；If the user tag association
Access features match the associated access features of the user tag with the access features of the target wireless access points,
If matching, configures the user tag to the user tag of the user terminal.
In one embodiment, it is also performed the steps of when computer program is executed by processor by described access point class
Type, the target wireless access points access features and the user terminal and the target wireless access points between connection
Feature is input to label and generates in model, obtains the label and generates the user tag and each user's mark that model exports
Sign corresponding weight.
In one embodiment, positioning risk subscribers are also performed the steps of when computer program is executed by processor；It obtains
The wireless network connection data for taking the risk subscribers are extracted from the wireless network connection data and are closed with the risk subscribers
The highest target wireless access points of connection degree；The target wireless access points are labeled as high risk wireless access point.
Those of ordinary skill in the art will appreciate that realizing all or part of the process in above-described embodiment method, being can be with
Relevant hardware is instructed to complete by computer program, the computer program can be stored in a non-volatile computer
In read/write memory medium, the computer program is when being executed, it may include such as the process of the embodiment of above-mentioned each method.Wherein,
To any reference of memory, storage, database or other media used in each embodiment provided herein,
Including non-volatile and/or volatile memory.Nonvolatile memory may include read-only memory (ROM), programming ROM
(PROM), electrically programmable ROM (EPROM), electrically erasable ROM (EEPROM) or flash memory.Volatile memory may include
Random access memory (RAM) or external cache.By way of illustration and not limitation, RAM is available in many forms,
Such as static state RAM (SRAM), dynamic ram (DRAM), synchronous dram (SDRAM), double data rate sdram (DDRSDRAM), enhancing
Type SDRAM (ESDRAM), synchronization link (Synchlink) DRAM (SLDRAM), memory bus (Rambus) direct RAM
(RDRAM), direct memory bus dynamic ram (DRDRAM) and memory bus dynamic ram (RDRAM) etc..
Each technical characteristic of above embodiments can be combined arbitrarily, for simplicity of description, not to above-described embodiment
In each technical characteristic it is all possible combination be all described, as long as however, the combination of these technical characteristics be not present lance
Shield all should be considered as described in this specification.
The several embodiments of the application above described embodiment only expresses, the description thereof is more specific and detailed, but simultaneously
It cannot therefore be construed as limiting the scope of the patent.It should be pointed out that coming for those of ordinary skill in the art
It says, without departing from the concept of this application, various modifications and improvements can be made, these belong to the protection of the application
Range.Therefore, the scope of protection shall be subject to the appended claims for the application patent.
Claims (10)
- The generation method 1. a kind of user draws a portrait, which comprisesObtain the wireless network connection data of user terminal；The wireless access point of the user terminal connection is determined from the wireless network connection data；Judge whether the connection between the user terminal and the wireless access point is effectively to connect, and then determine and the use The target wireless access points that family terminal effectively connects；The corresponding access point type of the target wireless access points is obtained, the corresponding user tag of described access point type is searched；User's portrait of the user terminal is generated according to the user tag and corresponding weight, wherein the user tag The degree of association of the weight between the user terminal and the target wireless access points.
- 2. the method according to claim 1, wherein the judgement user terminal and the wireless access point Between connection whether be effectively to connect, and then determine the target wireless access points that effectively connect with the user terminal, comprising:The connection features of the user terminal Yu the wireless access point are extracted from the wireless network connection data；Obtain the corresponding access features of the wireless access point, judge the connection features whether with the access features phase Match, if so, the wireless access point is effectively to connect with the connection of the user terminal；Or obtain the corresponding access point type of the wireless access point, judge the connection features whether with described access point class The associated standard access features of type match, if so, the connection of the wireless access point and the user terminal is effectively to connect It connects.
- 3. according to the method described in claim 2, it is characterized in that, described generate the user terminal according to the user tag User portrait, comprising:If the not associated access features of user tag, configure the user tag to the user tag of the user terminal；If the user tag is associated with access features, the associated access features of the user tag and the Target Wireless are accessed The access features of point are matched, if successful match, configure the user tag to the user tag of the user terminal.
- 4. the method according to claim 1, wherein described generate the user terminal according to the user tag User portrait, wherein the user portrait described in user tag weight be the user terminal connect with the Target Wireless The degree of association between access point, comprising:By described access point type, the access features of the target wireless access points and the user terminal and the target without Connection features between line access point are input to label and generate in model, obtain the user tag that the label generates model output And the corresponding weight of each user tag；User's portrait is generated according to the user tag and corresponding weight.
- 5. method described in -4 according to claim 1, which is characterized in that the method also includes:Risk information is obtained, risk subscribers are positioned according to the risk information；The wireless network connection data for obtaining the risk subscribers are extracted and the risk from the wireless network connection data The highest target wireless access points of user-association degree；The target wireless access points are labeled as high risk wireless access point.
- The generating means 6. a kind of user draws a portrait, which is characterized in that described device includes:Wireless network connection data acquisition module, for obtaining the wireless network connection data of user terminal；Wireless access point extraction module, for determining the wireless of the user terminal connection from the wireless network connection data Access point；Target wireless access points determining module, for whether judging the connection between the user terminal and the wireless access point Effectively to connect, and then determine the target wireless access points effectively connecting with the user terminal；User tag determining module searches the access for obtaining the corresponding access point type of the target wireless access points The corresponding user tag of vertex type；User's portrait generation module, the user for generating the user terminal according to the user tag and corresponding weight draw Picture, wherein the degree of association of the weight of the user tag between the user terminal and the target wireless access points.
- 7. the apparatus according to claim 1, which is characterized in that the target wireless access points determining module, be also used to from The connection features of the user terminal Yu the wireless access point are extracted in the wireless network connection data；It obtains described wireless The corresponding access features of access point, judge whether the connection features match with the access features, if so, described wireless Access point is effectively to connect with the connection of the user terminal；Or the corresponding access point type of the wireless access point is obtained, Judge whether the connection features match with the standard access features of described access point type association, if so, described wireless Access point is effectively to connect with the connection of the user terminal.
- 8. device according to claim 7, which is characterized in that user's portrait generation module, if being also used to the use The not associated access features of family label, configure the user tag to the user tag of the user terminal；If user's mark Label association access features, the access features of the associated access features of the user tag and the target wireless access points are carried out Matching, if successful match, configures the user tag to the user tag of the user terminal.
- 9. a kind of computer equipment, including memory and processor, the memory are stored with computer program, feature exists In the step of processor realizes any one of claims 1 to 5 the method when executing the computer program.
- 10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program The step of method described in any one of claims 1 to 5 is realized when being executed by processor.
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| CN201910429105.1A CN110247956A (en) | 2019-05-22 | 2019-05-22 | User's portrait generation method, device, computer equipment and storage medium |
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| CN201910429105.1A CN110247956A (en) | 2019-05-22 | 2019-05-22 | User's portrait generation method, device, computer equipment and storage medium |
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| CN113596898A (en) * | 2020-04-30 | 2021-11-02 | 华为技术有限公司 | Method, device, equipment, storage medium and system for determining terminal portrait |
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