CN108307318A - A kind of user information acquiring method and device, electronic equipment - Google Patents
A kind of user information acquiring method and device, electronic equipment Download PDFInfo
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- CN108307318A CN108307318A CN201711396203.7A CN201711396203A CN108307318A CN 108307318 A CN108307318 A CN 108307318A CN 201711396203 A CN201711396203 A CN 201711396203A CN 108307318 A CN108307318 A CN 108307318A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
- H04W4/02—Services making use of location information
- H04W4/023—Services making use of location information using mutual or relative location information between multiple location based services [LBS] targets or of distance thresholds
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Abstract
The application user information acquiring method, belongs to field of computer technology, solves the problems, such as that the information that user information acquiring method obtains in the prior art is inaccurate.User information acquiring method disclosed in the embodiment of the present application, including：According to the connection data of wireless access point, the corresponding at least one user location attribute of the wireless access point is determined；The user of the same wireless access point will be accessed, is determined as association user；Finally, according at least one association user user location attribute information corresponding with the same wireless access point, user location attribute information corresponding with the same wireless access point that target user is set.The application is by regarding the user for accessing same wireless access point in the same period as association user, and using partial association user improve user location attribute information supplement setting association user lack or mistake the position attribution information, can be promoted obtain user location attribute information accuracy.
Description
Technical field
This application involves field of computer technology, and more particularly to a kind of user information acquiring method and device, electronics is set
It is standby.
Background technology
With becoming increasingly abundant for the Internet, applications, the attention degree of user experience is gradually increased, the portrait based on user
Information carries out personalized recommendation to user or information presentation is widely used.The job information of user, residence in user's portrait information
The location informations such as residence, it is huge on the precisely influence of user's portrait, therefore how to obtain accurate location information and compel as one
Cut problem to be solved.There are mainly two types of the methods for obtaining customer position information in the prior art：The first, by user
When registration, user is prompted to be actively entered user information to obtain；Second, according to user on platform or operation on APP
Action trail is obtained by Algorithm Analysis.But all there is certain lack when obtaining customer position information in both the above method
It falls into.When obtaining user property by user's registration information, the Limited information that user is actively entered, and user can input mistake sometimes
False information, therefore, it is impossible to get accurate customer position information.By action trail on user's line excavate and obtains user
When location information, on the line of user behavior usually with location informations are not inevitable residence, office ground etc. is associated with, so according to
Behavior infers that its location information, accuracy can not also ensure on line.
As it can be seen that, at least there is the defect of the information inaccuracy obtained in user information acquiring method in the prior art.
Invention content
The application provides a kind of user information acquiring method, solves what user information acquiring method in the prior art obtained
The problem of information inaccuracy.
To solve the above-mentioned problems, in a first aspect, the embodiment of the present application provides a kind of user information acquiring method includes：
According to the connection data of wireless access point, the corresponding at least one user location category of the wireless access point is determined
Property；
The user of the same wireless access point will be accessed, is determined as association user；
According at least one association user user location category corresponding with the same wireless access point
Property information, the user location attribute information corresponding with the same wireless access point that target user is set, wherein institute
It is that user location attribute information corresponding with the same wireless access point is full in the association user to state target user
The user of sufficient preset condition.
Second aspect, the embodiment of the present application provide a kind of user information acquisition device, including：
Wireless access point and position attribution respective modules determine the nothing for the connection data according to wireless access point
The corresponding at least one user location attribute of line access point；
Association user determining module, the user for that will access the same wireless access point, is determined as association user；
Position attribution data obtaining module, for according at least one association user and the same nothing
The corresponding with the same wireless access point of target user is arranged in the corresponding user location attribute information of line access point
User location attribute information, wherein the target user be the association user in the same wireless access point
Corresponding user location attribute information meets the user of preset condition.
The third aspect, the embodiment of the present application also disclose a kind of electronic equipment, including memory, processor and are stored in institute
The computer program that can be run on memory and on a processor is stated, the processor realizes this when executing the computer program
Apply for the user information acquiring method described in embodiment.
Fourth aspect, the embodiment of the present application provide a kind of computer readable storage medium, are stored thereon with computer journey
Sequence, when which is executed by processor disclosed in the embodiment of the present application the step of user information acquiring method.
User information acquiring method disclosed in the embodiment of the present application is determined by the connection data according to wireless access point
The corresponding at least one user location attribute of the wireless access point；Then, the use of the same wireless access point will be accessed
Family is determined as association user；Finally, according at least one association user and the same wireless access point pair
The user location attribute information answered, the user location category corresponding with the same wireless access point that target user is set
Property information, wherein the target user is user corresponding with the same wireless access point in the association user
Position attribution information meets the user of preset condition, and it is inaccurate to solve the information that user information acquiring method obtains in the prior art
True problem.By regarding the user for accessing same wireless access point in the same period as association user, then, part is utilized
The perfect user location attribute information supplement of association user is arranged that another part user in association user lacks or wrong
The user location attribute information can promote the accuracy of the user location attribute information of acquisition.
Description of the drawings
It, below will be in embodiment or description of the prior art in order to illustrate more clearly of the technical solution of the embodiment of the present application
Required attached drawing is briefly described, it should be apparent that, the accompanying drawings in the following description is only some realities of the application
Example is applied, it for those of ordinary skill in the art, without having to pay creative labor, can also be attached according to these
Figure obtains other attached drawings.
Fig. 1 is the user information acquiring method flow chart described in the embodiment of the present application one；
Fig. 2 is one of the user information acquisition device structural schematic diagram described in the embodiment of the present application two；
Fig. 3 is the user information acquisition device second structural representation described in the embodiment of the present application two.
Specific implementation mode
Below in conjunction with the attached drawing in the embodiment of the present application, technical solutions in the embodiments of the present application carries out clear, complete
Site preparation describes, it is clear that described embodiment is some embodiments of the present application, instead of all the embodiments.Based on this Shen
Please in embodiment, the every other implementation that those of ordinary skill in the art are obtained without creative efforts
Example, shall fall in the protection scope of this application.
Embodiment one
A kind of user information acquiring method disclosed in the present embodiment, as shown in Figure 1, this method includes：Step 110 is to step
130。
Step 110, according to the connection data of wireless access point, the corresponding at least one user of the wireless access point is determined
Position attribution.
User location attribute described in the embodiment of the present application includes home address, business address and the school of user
Location etc..During using mobile terminal, much the application with positioning function can be used user in acquisition in real time on mobile terminal
The data such as the geographical location information at family, wireless access point (WiFi) information of connection and Connection Time.Meanwhile mobile terminal will
It includes at least：Connect the connection of the Connection Time of wireless access point (WiFi), wireless access point including wireless access point identification
Data are uploaded to predetermined server.Wherein, wireless access point identification can be the MAC Address of wireless access point.
When it is implemented, the predetermined server can be the server of some application, can also be that collection the whole network is wireless
The data acquisition server of the connection data of access point.
Mobile terminal is uploading the Connection Time of connection wireless access point (WiFi), wireless access point identification to preset service
When device, the user identifier of the mobile terminal user can be also uploaded.When it is implemented, the user identifier can be equipment mark
Know, or the unique mark in the predetermined server.
The predetermined server collect and store be made of user identifier, Connection Time and wireless access point identification it is wireless
The connection data of access point.Then, each use is determined according to the connection data of the wireless access point of (such as 1 month) in a period of time
The wireless access point that family connected.Later, the connection data for wireless access point further being connected according to each user determine certain
One user connects all connection data of a certain wireless access point.Finally, the institute of a certain wireless access point is connected according to the user
There is the Connection Time in connection data, judges that the user connects connection number and the Connection Time point of a certain wireless access point
Cloth meets the Rule of judgment which user location attribute is wireless access point correspond to, and the corresponding use of the Rule of judgment that will meet
Family position attribution is as the corresponding user location attribute of the wireless access point.
Step 120, the user that will access the same wireless access point, is determined as association user.
Determine each user described one in the wireless access point data once accessed whithin a period of time according to user
After the wireless access point and the corresponding user location attribute of the wireless access point that are accessed in the section time, same nothing will be accessed
All users of line access point or certain customers are determined as a social groups.For example, the institute that same wireless access point will be accessed
There is the user that average daily turn-on time meets preset time threshold (such as larger than 2 hours) in user to be determined as a social group
Body.All users in social groups association user each other.User in each social groups is similarly accessing
Identical wireless access point has been accessed in period.
Step 130, according at least one association user use corresponding with the same wireless access point
Family position attribution information, the user location attribute corresponding with the same wireless access point for being arranged target user are believed
Breath.
Wherein, the target user is user corresponding with the same wireless access point in the association user
Position attribution information meets the user of preset condition.
For all users in each social groups, due to having the access in section of same turn-on time identical
Wireless access point general character, hence, it can be determined that the value of a certain item user location attribute of all association users is identical.Phase
Same user location attribute is the same wireless access point accessed in section of same turn-on time with all association users
Corresponding user location attribute.Further, for lack the corresponding user location attribute of the wireless access point user or
The not perfect or wrong user of the corresponding user location attribute of the wireless access point, can will be described in a certain association user
User location attribute information is set as the user location attribute information of itself.For example, the association user of user A includes user
B, the user location attribute of C and D, user A includes：Home address, business address；The user location attribute packet of user B, C and D
It includes：Home address, business address.Assuming that wireless access point WiFi1 corresponds to the home address of user A, WiFi1 pairs of wireless access point
Using the business address of family B, if user A lacks home address information, user B has detailed business address, then can basis
The home address information of the business address supplement user A of user B.
User information acquiring method disclosed in the embodiment of the present application is determined by the connection data according to wireless access point
The corresponding at least one user location attribute of the wireless access point；Then, the use of the same wireless access point will be accessed
Family is determined as association user；Finally, according at least one association user and the same wireless access point pair
The user location attribute information answered, the user location category corresponding with the same wireless access point that target user is set
Property information, wherein the target user is position corresponding with the same wireless access point in the association user
Attribute information meets the user of preset condition, solves the information inaccuracy that user information acquiring method obtains in the prior art
Problem.By regarding the user for accessing same wireless access point in the same period as association user, then, partial association is utilized
Another part user lacks in the perfect user location attribute information supplement setting association user of user or the position of mistake belongs to
Property information, can promote the accuracy of the user location attribute information of acquisition.
When it is implemented, every connection data of the wireless access point include at least：User identifier, Connection Time and nothing
Line access point identity, the connection data according to wireless access point determine the corresponding at least one use of the wireless access point
Family position attribution, including：Determine that the corresponding user of each user identifier is connected corresponding with the wireless access point identification
Wireless access point；For each user, the Connection Time of each wireless access point is connected according to the user, determines the use
The corresponding at least one user location attribute of each wireless access point of family connection.
First, the wireless access point connected described in each user is determined according to the connection data of wireless access point.It is specific real
Shi Shi, the access data that user can be connected to wireless access point are expressed as (Uj,WiFik, time), wherein UjIt indicates to use
Family identifies, WiFikIt indicates wireless access point identification, indicates the Connection Time.It is then possible to according to user identifier to wireless access point
Connection data be indexed grouping, the connection data identified comprising same subscriber are divided into one group, as the user identifier
The connection data of corresponding user.For example, the user identifier that grouping is obtained is UjUser wireless access point connection number
According to being expressed as DataU1={ (U1,WiFi1,201701010101),(U1,WiFi1,201701012001),…,(U1,WiFi2,
201701010801)}.Further, pass through the wireless access point in the connection data for the wireless access point for traversing each user
Mark, determines the wireless access point that each user once connected.With above-mentioned user U1Connection data instance, it may be determined that use
Family U1The wireless access point of connection includes WiFi1And WiFi2.When it is implemented, the wireless access point of each user's connection may be
It is multiple, for example, connecting the wireless access point of family, the wireless access point of Connected Corp. in company when being in.
Then, for each user, the Connection Time of each wireless access point is connected according to the user, determine described in
The corresponding at least one user location attribute of each wireless access point of user's connection.For example, for user U1, according to user
U1Connect wireless access point WiFi1And WiFi2Connection Time, determine the wireless access point WiFi1And WiFi2Respectively to application
The home address at family or business address or other positions attribute.
When it is implemented, connecting the Connection Time of each wireless access point according to the user, user's connection is determined
The corresponding at least one user location attribute of each wireless access point, including sub-step S1 and sub-step S2.
Sub-step S1 connects the nothing according to the user one by one for multiple wireless access point of user connection
The Connection Time of line access point, each user location attributes match turn-on time section, determine the wireless access point with it is each
The correspondence confidence level of user location attribute.
When it is implemented, the position attribution of each user corresponds to a wireless access point, still, the wireless of user's connection connects
Access point not necessarily corresponds to some position attribution of user.Work as example, user once connected wheat in designated time period excessively
The wireless access point of labor, still, McDonald are not the position attributions of user.Therefore, it is necessary to according to each user location attribute
The turn-on time section matched connects the data such as the Connection Time of each wireless access point with user and determines that each wireless access point corresponds to respectively
The confidence level of user location attribute.
The access of the Connection Time, each user location attributes match of the wireless access point are connected according to the user
Period determines the correspondence confidence level of the wireless access point and each user location attribute, including：Connected according to the user
Connect the distribution number of days information of the Connection Time of the wireless access point, by the Connection Time and each user location attribute
The connection number distributed intelligence that matched turn-on time section determines, determines pair of the wireless access point and each user location attribute
It should be related to confidence level.When it is implemented, connecting the distribution number of days letter of the Connection Time of the wireless access point according to the user
Breath, the connection number determined by the Connection Time and the turn-on time of each user location attributes match section are distributed letter
Breath, determines the correspondence confidence level of the wireless access point and each user location attribute, Ke Yiwei：Pass through confidence calculations public affairs
Formula determines that the correspondence confidence level of the wireless access point and each user location attribute, the confidence calculations formula include：
confidence(posi,Uj,WiFik)=a*posDays (posi,Uj,WiFik)/sumDays+b*pos Times
(posi,Uj,WiFik)/sumTimes(Uj,WiFik)；Wherein, posiIndicate pre-set user position attribution i, WiFikIndicate wireless
Access point K, UjIndicate user j；confidence(posi,Uj,WiFik) indicate for user j, wireless access point k is corresponded to
The confidence level of user location attribute i；posDays(posi,Uj,WiFik) indicate user j in the matched accesses of user location attribute i
The connection data distribution number of days of connection wireless access point K in period；SumDays is the distribution number of days of the connection data；
posTimes(posi,Uj,WiFik) indicate that user j connects wireless access in the matched turn-on time sections of user location attribute i
The number of point K；sumTimes(Uj,WiFik) indicate that user j connects wireless access in the distribution time section of the connection data
The number of point K；A and b is adjustment factor, a>b>0.
When it is implemented, needing to preset in the turn-on time section of each user location attributes match.In the present embodiment, with user
Position attribution include CompanyAddress and home address for, it is assumed that user location attribute pos1--- CompanyAddress, it is matched
Turn-on time section be：9 points of working day is to 12 points i.e. 13 point to 18 points；User location attribute pos2--- home address, it is matched
Turn-on time section be：After workaday 20 points and before 6 points.In the present embodiment, it is assumed that the connection data of wireless access point
Cover time is nearest 30 days, adjustment factor a=0.7, b=0.3, with according to user U1Access wireless access point WiFi1Connection
Data determine the wireless access point WiFi1It is set with the correspondence of two position attributions of CompanyAddress and home address of user
For reliability, it is specifically described the concrete scheme of wireless access point and the correspondence confidence level of user location attribute.
First, by taking sumDays=30 as an example, according to user U1To wireless access point WiFi1Nearest connection in 30 days note
Record, it is assumed that in nearest 30 days, have in 28 days, user U19 points to 12 points i.e. 13 point to being connected to nothing altogether between 18 points on weekdays
Line access point WiFi190 times, therefore, posDays (pos can be obtained1,U1,WiFi1)=28, posTimes (pos1,U1,
WiFi1)=90.Simultaneously, it is assumed that also determine user U1In nearest 30 days, wireless access point WiFi is connected in other times110
It is secondary, then it represents that user U1The connection wireless access point WiFi in the distribution time section of the connection data1Number sumTimes
(U1,WiFi1)=100.It can then be obtained for user U according to above-mentioned confidence calculations formula1, wireless access point WiFi1With with
Family position attribution pos1--- the correspondence confidence level of CompanyAddress is：
0.7*28/30+0.3*90/100=0.923.
Equally by taking sumDays=30 as an example, according to user U1To wireless access point WiFi2Nearest 30 days linkage records,
Have in 20 days, user U1It is connected to wireless access point WiFi altogether later and before 6 points at 20 points on weekdays2It 40 times, therefore, can be with
Obtain posDays (pos2,U1,WiFi2)=20, posTimes (pos2,U1,WiFi2)=40.Simultaneously, it is assumed that also determine user
U1In nearest 30 days, wireless access point WiFi is connected in other times220 times, then it represents that user U1In the connection data
Distribution time section in connection wireless access point WiFi2Number sumTimes (U1,WiFi2)=60.Then according to above-mentioned confidence level
Calculation formula can be obtained for user U1, wireless access point WiFi2With user location attribute pos2--- the correspondence of home address
Relationship confidence level is：
0.7*20/30+0.3*40/60=0.677.
Optionally, in order to reduce operand, information acquisition efficiency is improved, first according to the connection number to wireless access point
Number of days distribution filter out the wireless access point infrequently connected, do not obtained according to the connection data of wireless access point not connected accidentally
Take the position attribution at family.When it is implemented, point of the Connection Time for connecting the wireless access point according to the user
Cloth number of days information, the connection number determined by the Connection Time and the turn-on time of each user location attributes match section
Distributed intelligence determines that the wireless access point with before the correspondence confidence level of each user location attribute, further includes：If described
User's number of days of the connection wireless access point in the turn-on time section of a certain user location attributes match is more than default
Number of days threshold value then determines the correspondence confidence of the wireless access point and the user location attribute according to confidence level formula
Degree.If when it is implemented, user connection in the turn-on time section of a certain user location attributes match is described wireless
The number of days of access point is less than or equal to preset number of days threshold value, the correspondence of the wireless access point and the user location attribute
Confidence level is set as zero.The preset number of days threshold value can be arranged according to actual user location attribute, such as preset number of days threshold
Value is equal to 5.
Again by taking sumDays=30 as an example, according to user U1To wireless access point WiFi2Nearest 30 days linkage records, such as
Fruit only had in 3 days, user U1It is connected to wireless access point WiFi later and before 6 points at 20 points on weekdays2, then by wireless access
Point WiFi2With user location attribute pos2--- the correspondence confidence level of home address is set as 0.
Sub-step S2 determines the corresponding user location attribute of the wireless access point according to the confidence level.
It is described that the corresponding user location attribute of the wireless access point is determined according to the confidence level, including：
If only there are one the default confidence level conditions that the confidence level meets the affiliated correspondence of the confidence level, it is determined that meet described pre-
It is arranged in the affiliated correspondence of the confidence level of reliability condition, the user location attribute is that the wireless access point is corresponding
One user location attribute；If at least two confidence levels meet the respective default confidence level of the affiliated correspondence of the confidence level
Condition, then by the affiliated correspondence of the confidence level for meeting the default confidence level condition, each user location attributes match
Turn-on time section in the connection wireless access point the most user location attribute of connection data distribution number of days, it is determining
For the corresponding user location attribute of the wireless access point.
When it is implemented, the confidence level of each user location attribute and the correspondence of wireless access point can be pre-set
The confidence level condition of condition, the correspondence of different user position attribution can be the same or different, in the present embodiment, it is assumed that
The correspondence confidence level condition of user location attribute --- home address and CompanyAddress and wireless access point is that confidence level is big
In 0.5.According to above-mentioned data, for user U1, the wireless access point WiFi of connection2(i.e. position belongs to the home address of user
Property pos2) correspondence and confidence level be 0.677, be more than 0.5, also it is thus determined that wireless access point WiFi2Corresponding user U1's
Position attribution pos2.Similarly, it may be determined that wireless access point WiFi1Corresponding user U1Position attribution pos1.
If when it is implemented, user U1In having 18 days in nearest 30 days, user U19 points to 12 points i.e. 13 point on weekdays
It is connected to wireless access point WiFi altogether between to 18 points220 times, therefore, posDays (pos can be obtained1,U1,WiFi2)=18,
posTimes(pos1,U1,WiFi2)=20.Assuming that determining user U1In nearest 30 days, it is connected in other times and wirelessly connects
Access point WiFi240 times, then it represents that user U1The connection wireless access point WiFi in the distribution time section of the connection data2Time
Number sumTimes (U1,WiFi2)=60.It can then be obtained for user U according to above-mentioned confidence calculations formula1, wireless access point
WiFi2With user location attribute pos1--- the correspondence confidence level of CompanyAddress is：
0.7*18/30+0.3*20/60=0.52.
That is, wireless access point WiFi2With the correspondence of the CompanyAddress of user, and, wireless access point WiFi2With with
The correspondence of the home address at family meets preset confidence level condition, then is further lived according to the CompanyAddress and family
The distribution number of days of the inscribed indegree of the matched turn-on time section in location determines final correspondence.In the present embodiment, user U1
Connection wireless access point WiFi in the matched turn-on time section of home address2Number be distributed in 20 days, be more than office ground
Connection wireless access point WiFi in the matched turn-on time section in location2Number be distributed 18 days, therefore, finally determine wireless access point
WiFi2Corresponding home address.
According to above-mentioned method, it may be determined that the position for uploading each user that wireless access point connects data to server belongs to
The corresponding wireless access point of property.
When it is implemented, the corresponding wireless access point of position attribution of determining each user can be carried out with tables of data
Record, such as it is expressed as RelationData={ (Uj,WiFik,posi)}.Then, by traversing the tables of data
RelationData will connect all users of the same wireless access point as a social groups.With RelationData
For { (U1,WiFi1,pos1), (U1,WiFi2,pos2), (U3,WiFi2,pos1), (U3,WiFi1,pos2), (U4,WiFi2,
pos2) for, connect WiFi1All users include：U1And U3, connect WiFi2All users include：U1、U3And U4, then use
Family U1And U3Constitute a social groups, user U1、U3And U4Constitute a social groups.Institute in the same social groups is useful
All users of the same wireless access point are accessed, each other association user in family.
Finally, for one group of association user for accessing some wireless access point simultaneously, can will have and wirelessly be connect with this
The user location attribute information of the user of the corresponding user location attribute information of access point, as corresponding with the wireless access point
User location attribute information meet position attribution information lacking in the user of preset condition.When it is implemented, described default
Condition can be：User location attribute information is that the number of characters that empty or user location attribute information includes is less than preset value or user
Position attribution information does not include Chinese character etc..To connect wireless access point WiFi simultaneously2All users be that a social groups are
, the association user in the social groups includes：User U1、U3And U4.If user U1Lack home address, that is, lacks user
Position attribution pos2Specifying information, then according to user U3Or user U4With wireless access point WiFi2Corresponding user location category
Property information supplement user U1Home address.Assuming that wireless access point WiFi2Corresponding user U3Home address, then by user
U1Home address be set as user U3Home address (i.e. user location attribute pos2) specifying information.For another example the social activity
Association user in group includes：User U1、U3And U4.If user U1Home address be：123456, i.e. user location category
Property pos2Specifying information be it is wrong, then according to user U3Or user U4With wireless access point WiFi2Corresponding user location
Attribute information improves user U1Home address.Assuming that wireless access point WiFi2Corresponding user U3Home address, then will use
Family U1Home address be set as user U3Home address (i.e. user location attribute pos2) specifying information.
Preferably, in order to further rise acquisition user information accuracy, it is described to be used according at least one association
The user location attribute information corresponding with the same wireless access point at family, target user is set with it is described same
The corresponding user location attribute information of a wireless access point, including：Based on position coordinates to the association user and institute
It states the corresponding user location attribute information of the same wireless access point to be filtered, determines that validated user position attribution is believed
Breath；The ballot method to be decayed by the time determines the confidence weight of the validated user position attribution information；Pass through the confidence weighting
The maximum validated user position attribution information of weight, is arranged the corresponding with the same wireless access point of target user
User location attribute information.
When it is implemented, there may be user location attribute information corresponding with the same wireless access point
Inconsistent situation, such as common connection wireless access point WiFi2User U3Or user U4Home address it is inconsistent, first, root
According to WiFi2Position coordinates to connecting wireless access point WiFi jointly2The position attribution information of user screen, determination has
The user location attribute information of effect.For example, working as the corresponding position coordinates of user location attribute information and WiFi2Position coordinates it
Between distance be less than 1000 meters when, determine the user location attribute information be validated user position attribution information, conversely, determine
For inactive users position attribution information.When it is implemented, the position coordinates of user location attribute information can be by calling third
The interface for sending out map datum obtains, and details are not described herein again.Then, for validated user position attribution information, further obtaining should
The registion time of user location attribute information, and when the user location attribute information to register in different time sections assigns different
Between weight, the time weighting of the closer user location attribute information of registion time is bigger.For example, using a season as information registering
Period is arranged corresponding time weighting, and the time weighting of the user location attribute information that most 1 season registers is 1, preceding 1 season
The time weighting of user location attribute information registered is spent as 0.8, is often pushed ahead a season, and time weighting successively decreases 0.2, directly
After being less than 0.2 to time weighting, the time of the user location attribute information of registration promotes further along, corresponding user location attribute
The time weighting of information is all set to 0.1.Then, according to formula weight=Wt1*cnt1+…+Wtn*cntnIt calculates each
The confidence weight weight of user location attribute information, wherein Wt1Indicate the time weighting of user location attribute information, cnt1Table
Show Wt1The quantity of the registration user location attribute information in the corresponding information registering period.Finally, the confidence weighting is selected
The maximum validated user position attribution information of weight, is arranged the corresponding with the same wireless access point of target user
User location attribute information.
By being screened to inactive users position attribution information, and when according to according to the registration of user location attribute information
Between and the distribution of registion time section select believable user location attribute information to be used for being arranged the user position of the user for waiting for supplemental information
Attribute information is set, the accuracy of the user location attribute information of acquisition can be promoted.
User information acquiring method disclosed in the embodiment of the present application, the user by that will connect the same wireless access point make
For association user, using the user location attribute information of partial association user improve other relevant users lack or mistake with
The corresponding user location attribute information of the same wireless access point, further improves the user location attribute for obtaining user
The accuracy of information.By according to the number and Annual distribution that connect wireless access point in a period of time and preset confidence
Calculation formula is spent, determines the corresponding user location attribute of each wireless access point, the wireless access point information connected for a long time from user
In set, the position attribution information of user is excavated, such as family WiFi or office WiFi information, and establish WiFi information and use
The correspondence of the position attribution at family excavates user information based on real data, further improves the user information of acquisition
Accuracy.
Embodiment two
A kind of user information acquisition device disclosed in the present embodiment, as shown in Fig. 2, described device includes：
Wireless access point and position attribution respective modules 210, for the connection data according to wireless access point, determine described in
The corresponding at least one user location attribute of wireless access point；
Association user determining module 220, the user for that will access the same wireless access point are determined as association and use
Family；
Position attribution data obtaining module 230, for according at least one association user and the same institute
The corresponding user location attribute information of wireless access point is stated, it is that target user is set with the same wireless access point pair
The user location attribute information answered, wherein the target user is same described wirelessly to be connect with described in the association user
The corresponding user location attribute information of access point meets the user of preset condition.
Optionally, as shown in figure 3, every connection data of the wireless access point include at least：When user identifier, connection
Between and wireless access point identification, the wireless access point further comprises with position attribution respective modules 210：
Wireless access point determination unit 2101, for determining that the corresponding user of each user identifier is being connected with the nothing
The corresponding wireless access point of line access point identity；
Correspondence relationship establishing unit 2102, for for each user, each wireless access to be connected according to the user
The Connection Time of point determines the corresponding at least one user location attribute of each wireless access point of user connection.
Optionally, the Connection Time that each wireless access point is connected according to the user determines user's connection
The corresponding at least one user location attribute of each wireless access point, including：
For multiple wireless access point of user connection, the wireless access point is connected according to the user one by one
Connection Time, each user location attributes match turn-on time section, determine the wireless access point and each user location category
The correspondence confidence level of property；
According to the confidence level, the corresponding user location attribute of the wireless access point is determined.
Optionally, described that the Connection Time of the wireless access point, each user location category are connected according to the user
Property matched turn-on time section, determine the correspondence confidence level of the wireless access point and each user location attribute, including：
The distribution number of days information of the Connection Time of the wireless access point is connected according to the user, by the connection when
Between and each user location attributes match turn-on time section determine connection number distributed intelligence, determine the wireless access
The correspondence confidence level of point and each user location attribute；
When it is implemented, connecting the distribution number of days information of the Connection Time of the wireless access point according to the user, leading to
The connection number distributed intelligence for crossing the turn-on time section determination of the Connection Time and each user location attributes match, determines
The correspondence confidence level of the wireless access point and each user location attribute, Ke Yiwei：It is determined by confidence calculations formula
The correspondence confidence level of the wireless access point and each user location attribute, the confidence calculations formula include：
confidence(posi,Uj,WiFik)=a*posDays (posi,Uj,WiFik)/sumDays+b*pos Times
(posi,Uj,WiFik)/sumTimes(Uj,WiFik)；Wherein, posiIndicate pre-set user position attribution i, WiFikIndicate wireless
Access point K, UjIndicate user j；confidence(posi,Uj,WiFik) indicate for user j, wireless access point k is corresponded to
The confidence level of user location attribute i；posDays(posi,Uj,WiFik) indicate user j in the matched accesses of user location attribute i
The connection data distribution number of days of connection wireless access point K in period；SumDays is the distribution number of days of the connection data；
posTimes(posi,Uj,WiFik) indicate that user j connects wireless access in the matched turn-on time sections of user location attribute i
The number of point K；sumTimes(Uj,WiFik) indicate that user j connects wireless access in the distribution time section of the connection data
The number of point K；A and b is adjustment factor, a>b>0.
Optionally, the distribution number of days information of the Connection Time that the wireless access point is connected according to the user, logical
The connection number distributed intelligence for crossing the turn-on time section determination of the Connection Time and each user location attributes match, determines
Before the wireless access point and the correspondence confidence level of each user location attribute, further include：
If user connection wireless access point in the turn-on time section of a certain user location attributes match
Number of days be more than preset number of days threshold value, then the wireless access point and the user location attribute are determined according to confidence level formula
Correspondence confidence level.If when it is implemented, the user is in the turn-on time section of a certain user location attributes match
The number of days for connecting the wireless access point is less than or equal to preset number of days threshold value, then is determined and described wirelessly connect according to confidence level formula
The correspondence confidence level of access point and the user location attribute, then pair of the wireless access point and the user location attribute
It should be related to that confidence level is set as zero.
By filtering out the wireless access point infrequently connected according to the number of days distribution of the connection number to wireless access point,
Not according to the position attribution of the connection data acquisition user of the wireless access point accidentally connected, information accuracy is obtained improving
Simultaneously, it is possible to reduce operand improves information acquisition efficiency.
Optionally, described according to the confidence level, determine the corresponding user location category of the wireless access point
Property, including：
If only there are one the default confidence level conditions that the confidence level meets the affiliated correspondence of the confidence level, it is determined that symbol
In the affiliated correspondence of the confidence level for closing the default confidence level condition, the user location attribute is the wireless access
The corresponding user location attribute of point；
It, will if at least two confidence levels meet the respective default confidence level condition of the affiliated correspondence of the confidence level
In the affiliated correspondence of the confidence level for meeting the default confidence level condition, the turn-on time of each user location attributes match
The most user location attribute of the connection data distribution number of days of the connection wireless access point in section is determined as described wireless
The corresponding user location attribute of access point.
Optionally, described corresponding with the same wireless access point according at least one association user
User location attribute information, the user location attribute corresponding with the same wireless access point for being arranged target user are believed
Breath, including：Based on position coordinates to association user user location corresponding with the same wireless access point
Attribute information is filtered, and determines validated user position attribution information；The ballot method to be decayed by the time determines described effective
The confidence weight of family position attribution information；Pass through the maximum validated user position attribution information of the confidence weight, setting
The user location attribute information corresponding with the same wireless access point of target user.
By being screened to inactive users position attribution information, and when according to according to the registration of user location attribute information
Between and the registion time section distribution position that selects believable user location attribute information to be used for being arranged the user for waiting for supplemental information belong to
Property information, can promote the accuracy of the position attribution information of acquisition.
User information acquisition device disclosed in the embodiment of the present application is determined by the connection data according to wireless access point
The corresponding at least one user location attribute of the wireless access point；Then, the use of the same wireless access point will be accessed
Family is determined as association user；Finally, according at least one association user and the same wireless access point pair
The user location attribute information answered, the user location category corresponding with the same wireless access point that target user is set
Property information, wherein the target user is user corresponding with the same wireless access point in the association user
Position attribution information meets the user of preset condition, and it is inaccurate to solve the information that user information acquiring method obtains in the prior art
True problem.By regarding the user for accessing same wireless access point in the same period as association user, then, part is utilized
In the perfect position attribution information supplement setting association user of association user another part user lack or it is wrong described
Position attribution information can promote the accuracy of the user location attribute information of acquisition.
By according to the number and Annual distribution that connect wireless access point in a period of time and preset confidence calculations
Formula, determines the corresponding user location attribute of each wireless access point, in the wireless access point information aggregate connected for a long time from user,
The position attribution information of user is excavated, such as family WiFi or office WiFi information, and establishes WiFi information and the position of user
The correspondence of attribute is set, user information is excavated based on real data, further improves the accuracy of the user information of acquisition.
Correspondingly, disclosed herein as well is a kind of electronic equipment, including memory, processor and it is stored in the memory
Computer program that is upper and can running on a processor, the processor are realized when executing the computer program as the application is real
Apply the user information acquiring method described in example one.The electronic equipment can be PC machine, mobile terminal, personal digital assistant, put down
Plate computer etc..
Disclosed herein as well is a kind of computer readable storage mediums, are stored thereon with computer program, which is located
Manage the step of realizing the user information acquiring method as described in the embodiment of the present application one when device executes.
Each embodiment in this specification is described in a progressive manner, the highlights of each of the examples are with
The difference of other embodiment, the same or similar parts between the embodiments can be referred to each other.For device embodiment
For, since it is basically similar to the method embodiment, so description is fairly simple, referring to the portion of embodiment of the method in place of correlation
It defends oneself bright.
A kind of user information acquiring method provided by the present application and device are described in detail above, it is used herein
The principle and implementation of this application are described for specific case, and the explanation of above example is only intended to help to understand
The present processes and its core concept；Meanwhile for those of ordinary skill in the art, according to the thought of the application, having
There will be changes in body embodiment and application range, in conclusion the content of the present specification should not be construed as to the application
Limitation.
Through the above description of the embodiments, those skilled in the art can be understood that each embodiment can
It is realized by the mode of software plus required general hardware platform, naturally it is also possible to pass through hardware realization.Based on such reason
Solution, substantially the part that contributes to existing technology can embody above-mentioned technical proposal in the form of software products in other words
Come, which can store in a computer-readable storage medium, such as ROM/RAM, magnetic disc, CD, including
Some instructions are used so that a computer equipment (can be personal computer, server or the network equipment etc.) executes respectively
Method described in certain parts of a embodiment or embodiment.
Claims (11)
1. a kind of user information acquiring method, which is characterized in that including：
According to the connection data of wireless access point, the corresponding at least one user location attribute of the wireless access point is determined；
The user of the same wireless access point will be accessed, is determined as association user；
Believed according at least one association user user location attribute corresponding with the same wireless access point
Breath, the user location attribute information corresponding with the same wireless access point that target user is set, wherein the mesh
Mark user be in the association user user location attribute information corresponding with the same wireless access point meet it is pre-
If the user of condition.
2. according to the method described in claim 1, it is characterized in that, every connection data of the wireless access point are at least wrapped
It includes：User identifier, Connection Time and wireless access point identification, the connection data according to wireless access point determine the nothing
The step of line access point corresponding at least one user location attribute, including：
Determine the wireless access point corresponding with the wireless access point identification that the corresponding user of each user identifier is connected；
For each user, the Connection Time of each wireless access point is connected according to the user, determines user's connection
The corresponding at least one user location attribute of each wireless access point.
3. according to the method described in claim 2, it is characterized in that, the company for connecting each wireless access point according to the user
The step of connecing the time, determining each wireless access point of user connection corresponding at least one user location attribute, packet
It includes：
For multiple wireless access point of user connection, the connection of the wireless access point is connected according to the user one by one
Time, each user location attributes match turn-on time section, determine the wireless access point and each user location attribute
Correspondence confidence level；
According to the confidence level, the corresponding user location attribute of the wireless access point is determined.
4. according to the method described in claim 3, it is characterized in that, described connect the wireless access point according to the user
Connection Time, each user location attributes match turn-on time section, determine the wireless access point and each user location category
The step of correspondence confidence level of property, including：
The distribution number of days information of the Connection Time of the wireless access point is connected according to the user, by the Connection Time and
Each user location attributes match turn-on time section determine connection number distributed intelligence, determine the wireless access point with
The correspondence confidence level of each user location attribute.
5. according to the method described in claim 4, it is characterized in that, described connect the wireless access point according to the user
The distribution number of days information of Connection Time, by the Connection Time and the turn-on time of each user location attributes match section really
Fixed connection number distributed intelligence, the step of determining the correspondence confidence level of the wireless access point and each user location attribute
Before, further include：
If the day of user connection wireless access point in the turn-on time section of a certain user location attributes match
Number is more than preset number of days threshold value, then determines that the wireless access point is corresponding with the user location attribute according to confidence level formula
Relationship confidence level.
6. according to the method described in claim 3, it is characterized in that, described according to the confidence level, the wireless access is determined
The step of point corresponding user location attribute, including：
If only there are one the default confidence level conditions that the confidence level meets the affiliated correspondence of the confidence level, it is determined that meet institute
In the affiliated correspondence of the confidence level for stating default confidence level condition, the user location attribute is the wireless access point pair
The user location attribute answered；
If at least two confidence levels meet the respective default confidence level condition of the affiliated correspondence of the confidence level, will meet
In the affiliated correspondence of the confidence level of the default confidence level condition, in the turn-on time section of each user location attributes match
The most user location attribute of the connection data distribution number of days of the wireless access point is connected, the wireless access is determined as
The corresponding user location attribute of point.
7. according to the method described in claim 1, it is characterized in that, it is described according at least one association user with it is described
The corresponding user location attribute information of the same wireless access point, target user is set with it is described same described wireless
The step of access point corresponding user location attribute information, including：
Based on position coordinates to association user user location attribute corresponding with the same wireless access point
Information is filtered, and determines validated user position attribution information；
The ballot method to be decayed by the time determines the confidence weight of the validated user position attribution information；
By the maximum validated user position attribution information of the confidence weight, target user is set with it is described same
The corresponding user location attribute information of the wireless access point.
8. a kind of user information acquisition device, which is characterized in that including：
Wireless access point and position attribution respective modules are determined and described are wirelessly connect for the connection data according to wireless access point
The corresponding at least one user location attribute of access point；
Association user determining module, the user for that will access the same wireless access point, is determined as association user；
Position attribution data obtaining module, for same described wirelessly being connect with described according at least one association user
The corresponding user location attribute information of access point, the user corresponding with the same wireless access point that target user is set
Position attribution information, wherein the target user is corresponding with the same wireless access point in the association user
User location attribute information meet the user of preset condition.
9. device according to claim 8, which is characterized in that every connection data of the wireless access point are at least wrapped
It includes：User identifier, Connection Time and wireless access point identification, the wireless access point are further wrapped with position attribution respective modules
It includes：
Wireless access point determination unit, for determining that the corresponding user of each user identifier is being connected with the wireless access point
Identify corresponding wireless access point；
Correspondence relationship establishing unit, for for each user, the connection of each wireless access point to be connected according to the user
Time determines the corresponding at least one user location attribute of each wireless access point of user connection.
10. a kind of electronic equipment, including memory, processor and it is stored on the memory and can runs on a processor
Computer program, which is characterized in that the processor realizes claim 1 to 7 any one when executing the computer program
The user information acquiring method.
11. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the program is by processor
The step of user information acquiring method described in claim 1 to 7 any one is realized when execution.
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