CN109982257A - Determine method, apparatus, the system of mobile user affiliation region - Google Patents
Determine method, apparatus, the system of mobile user affiliation region Download PDFInfo
- Publication number
- CN109982257A CN109982257A CN201910144236.5A CN201910144236A CN109982257A CN 109982257 A CN109982257 A CN 109982257A CN 201910144236 A CN201910144236 A CN 201910144236A CN 109982257 A CN109982257 A CN 109982257A
- Authority
- CN
- China
- Prior art keywords
- mobile subscriber
- region
- duration
- discrete
- message registration
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/08—Testing, supervising or monitoring using real traffic
-
- 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
- H04W4/029—Location-based management or tracking services
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W8/00—Network data management
- H04W8/26—Network addressing or numbering for mobility support
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W8/00—Network data management
- H04W8/02—Processing of mobility data, e.g. registration information at HLR [Home Location Register] or VLR [Visitor Location Register]; Transfer of mobility data, e.g. between HLR, VLR or external networks
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Databases & Information Systems (AREA)
- Mobile Radio Communication Systems (AREA)
- Telephonic Communication Services (AREA)
Abstract
The present invention provides method, apparatus, the system of a kind of determining mobile user affiliation region, this method, comprising: obtains message registration of the mobile subscriber within the predetermined observation phase;According to message registration, the corresponding base station cell of each message registration and the duration of call are obtained;The duration of call is subjected to sliding-model control, obtains discrete time variable;The space clustering model of discrete-time variable is established, obtain mobile subscriber most enlivens position;According to the corresponding relationship in the bottom districts and cities region for most enlivening position and operator, the attributed region of the mobile subscriber is determined.To realize through the space cluster analysis to mobile subscriber's liveness position the purpose for determining attributed region, the accuracy of attributed region definitive result is improved, provides guarantee for the raising of later period maintaining clients and business revenue.
Description
Technical field
The present invention relates to mobile communication technology field more particularly to a kind of methods of determining mobile user affiliation region, dress
It sets, system.
Background technique
With the continuous expansion of mobile subscriber size, China Mobile's Service Market, which is changed into from developing market pattern, is deposited
Measure the market structure.Studies have shown that the profit of frequent customer contribution is 16 times of new client, strive for that the cost of a new client is
5 times for keeping a frequent customer here.Therefore, existing resource is made full use of, carries out efficient maintaining clients for target customers
Care activity is the impetus that operator ensures to take in steady growth.And how to determine the attributed region of mobile subscriber then becomes
One critical issue improved service quality with precision.
Currently, the identification of mobile user affiliation is usually only when user newly networks, by the clothes for opening mobile communication service
Business point (business hall platform, agency etc.) determines, i.e., what where client handled, which enter network service, is just attributed to the ground
Target customer.
But the position of mobile service user often has uncertainty, especially in multi-area networking mode, for example, client
Mobile communication service may be opened in a place, but often in another regional activity.This newly enters in user
The mode that mobile user affiliation region is determined when net greatly reduces the accuracy of definitive result, causes for later period maintaining clients
Difficulty.
Summary of the invention
The present invention provides method, apparatus, the system of a kind of determining mobile user affiliation region, realizes by using mobile
The space cluster analysis of family message registration duration determines the purpose of attributed region, improves the accurate of attributed region definitive result
Property, guarantee is provided for the raising of later period maintaining clients and business revenue.
In a first aspect, the embodiment of the present invention provides a kind of method of determining mobile user affiliation region, comprising:
Obtain message registration of the mobile subscriber within the predetermined observation phase;
According to message registration, the corresponding base station cell of each message registration and the duration of call are obtained;
The duration of call is subjected to sliding-model control, obtains discrete time variable;
The space clustering model of discrete-time variable is established, obtain mobile subscriber most enlivens position;
According to the corresponding relationship in the bottom districts and cities region for most enlivening position and operator, the mobile subscriber is determined
Attributed region.
In a kind of possible design, mobile subscriber is being obtained before the message registration in the predetermined observation phase, further includes:
According to the networking duration of mobile subscriber, the observation period of the mobile subscriber is determined.
In a kind of possible design, according to the networking duration of mobile subscriber, the observation period of the mobile subscriber is determined, wrap
It includes:
If the networking duration of mobile subscriber is greater than or equal to N number of moon, it is determined that the observation period of the mobile subscriber is N number of
Month;Wherein, N is the natural number greater than 1;
If the networking duration of mobile subscriber is less than N number of moon, and is greater than or equal to 1 month, it is determined that the mobile subscriber's
Observation period is the of that month and networking time month that networks;
The method also includes:
Determine that the observation period is the attributed region of N number of month mobile subscriber;
If the networking duration of mobile subscriber less than 1 month, networks in the mobile subscriber and completely determines shifting after one month again
Employ the pre- attributed region at family.
In a kind of possible design, according to message registration, obtains the corresponding base station cell of each message registration and lead to
Talk about duration, comprising:
Mobile terminal location is carried out by Cell ID (identification code of cellular cell, Cellidentification) technology,
And determine operator base station section belonging to each message registration of mobile subscriber;
Operator base station is obtained from GIS (Geographic Information System, GIS-Geographic Information System) module
The corresponding relationship of sector and base station cell;
Based on the corresponding relationship, base station cell belonging to each message registration is determined;And obtain the base station cell
The duration of call of each message registration.
In a kind of possible design, the duration of call is subjected to sliding-model control, obtains discrete time variable, is wrapped
It includes:
According to preset discrete programming, by the duration of call it is discrete be at least one discrete variable, and the discrete variable with
Corresponding base station cell association;Wherein, the preset discrete programming refers to: the quantity and the duration of call of discrete variable are at just
Than.
In a kind of possible design, the space clustering model of discrete-time variable is established, obtains the most active position of user
It sets, comprising:
The space clustering model for establishing the discrete variable and base station cell, passes through DBSCAN (Density-Based
Spatial Clustering of Applications with Noise, has noisy density clustering method) it calculates
Method acquisition mobile subscriber's most enlivens position.
In a kind of possible design, position pass corresponding with the bottom districts and cities region of operator is most enlivened according to described
System, determines the attributed region of the mobile subscriber, comprising:
According to bottom districts and cities, the operator region division in GIS module as a result, searching the mobile most active position
Set affiliated region;
Using the region as the attributed region of the mobile subscriber.
Second aspect, the embodiment of the present invention provide a kind of device of determining mobile user affiliation region, comprising:
Module is obtained, for obtaining message registration of the mobile subscriber within the predetermined observation phase;
Processing module, for obtaining the corresponding base station cell of each message registration and the duration of call according to message registration;
Discrete block obtains discrete time variable for the duration of call to be carried out sliding-model control;
Analysis module, for establishing the space clustering model of discrete-time variable, obtain mobile subscriber most enlivens position;
Determining module, for the corresponding relationship according to the bottom districts and cities region for most enlivening position and operator, really
The attributed region of the fixed mobile subscriber.
In a kind of possible design, further includes: setup module, for obtaining mobile subscriber within the predetermined observation phase
Before message registration, according to the networking duration of mobile subscriber, the observation period of the mobile subscriber is determined.
In a kind of possible design, according to the networking duration of mobile subscriber, the observation period of the mobile subscriber is determined, wrap
It includes:
If the networking duration of mobile subscriber is greater than or equal to N number of moon, it is determined that the observation period of the mobile subscriber is N number of
Month;Wherein, N is the natural number greater than 1;
If the networking duration of mobile subscriber is less than N number of moon, and is greater than or equal to 1 month, it is determined that the mobile subscriber's
Observation period is the of that month and networking time month that networks;
The method also includes:
Determine that the observation period is the attributed region of N number of month mobile subscriber;
If the networking duration of mobile subscriber less than 1 month, networks in the mobile subscriber and completely determines shifting after one month again
Employ the pre- attributed region at family.
In a kind of possible design, the processing module is specifically used for:
Mobile terminal location is carried out by Cell ID technology, and determines operation belonging to each message registration of mobile subscriber
Quotient base station section;
The corresponding relationship of operator base station section and base station cell is obtained from GIS module;
Based on the corresponding relationship, base station cell belonging to each message registration is determined;And obtain the base station cell
The duration of call of each message registration.
In a kind of possible design, the discrete block is specifically used for:
According to preset discrete programming, by the duration of call it is discrete be at least one discrete variable, and the discrete variable with
Corresponding base station cell association;Wherein, the preset discrete programming refers to: the quantity and the duration of call of discrete variable are at just
Than.
In a kind of possible design, the analysis module is specifically used for:
The space clustering model for establishing the discrete variable and base station cell obtains mobile subscriber's by DBSCAN algorithm
Most enliven position.
In a kind of possible design, the determining module is specifically used for:
According to bottom districts and cities, the operator region division in GIS module as a result, searching the mobile most active position
Set affiliated region;
Using the region as the attributed region of the mobile subscriber.
The third aspect, the embodiment of the present invention provide a kind of system of determining mobile user affiliation region, comprising: memory and
Processor is stored with the executable instruction of the processor in memory;Wherein, the processor is configured to via described in execution
Executable instruction is come the method that executes determination mobile user affiliation region described in any one of first aspect.
Fourth aspect, the embodiment of the present invention provide a kind of computer readable storage medium, are stored thereon with computer program,
It is characterized in that, realizing first aspect described in any item determining mobile user affiliation regions when the program is executed by processor
Method.
The present invention provides method, apparatus, the system of a kind of determining mobile user affiliation region, is existed by obtaining mobile subscriber
Message registration in the predetermined observation phase;According to message registration, when obtaining the corresponding base station cell of each message registration and call
It is long;The duration of call is subjected to sliding-model control, obtains discrete time variable;Establish the space clustering of discrete-time variable
Model, obtain mobile subscriber most enlivens position;According to pair in the bottom districts and cities region for most enlivening position and operator
It should be related to, determine the attributed region of the mobile subscriber.It is poly- by the space to mobile subscriber's liveness position to realize
Alanysis determines the purpose of attributed region, improves the accuracy of attributed region definitive result, is later period maintaining clients and battalion
The raising of receipts provides guarantee.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is this hair
Bright some embodiments for those of ordinary skill in the art without any creative labor, can be with
It obtains other drawings based on these drawings.
Fig. 1 is the schematic illustration of an application scenarios of the invention;
Fig. 2 is the flow chart of the method for the determination mobile user affiliation region that the embodiment of the present invention one provides;
Fig. 3 is the flow chart of the method for determining mobile user affiliation region provided by Embodiment 2 of the present invention;
Fig. 4 is the structural schematic diagram of the device for the determination mobile user affiliation region that the embodiment of the present invention three provides;
Fig. 5 is the structural schematic diagram of the device for the determination mobile user affiliation region that the embodiment of the present invention four provides;
Fig. 6 is the structural schematic diagram of the system for the determination mobile user affiliation region that the embodiment of the present invention five provides.
Through the above attached drawings, it has been shown that the specific embodiment of the disclosure will be hereinafter described in more detail.These attached drawings
It is not intended to limit the scope of this disclosure concept by any means with verbal description, but is by referring to specific embodiments
Those skilled in the art illustrate the concept of the disclosure.
Specific embodiment
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention
In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is
A part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art
Every other embodiment obtained without making creative work, shall fall within the protection scope of the present invention.
Description and claims of this specification and term " first ", " second ", " third " " in above-mentioned attached drawing
The (if present)s such as four " are to be used to distinguish similar objects, without being used to describe a particular order or precedence order.It should manage
The data that solution uses in this way are interchangeable under appropriate circumstances, so that the embodiment of the present invention described herein for example can be to remove
Sequence other than those of illustrating or describe herein is implemented.In addition, term " includes " and " having " and theirs is any
Deformation, it is intended that cover it is non-exclusive include, for example, containing the process, method of a series of steps or units, system, production
Product or equipment those of are not necessarily limited to be clearly listed step or unit, but may include be not clearly listed or for this
A little process, methods, the other step or units of product or equipment inherently.
Technical solution of the present invention is described in detail with specifically embodiment below.These specific implementations below
Example can be combined with each other, and the same or similar concept or process may be repeated no more in some embodiments.
Fig. 1 is the schematic illustration of an application scenarios of the invention, is existed as shown in Figure 1, business platform 20 obtains mobile subscriber
Message registration in the predetermined observation phase;According to message registration, the corresponding base station cell 10 of each message registration and call are obtained
Duration;The duration of call is subjected to sliding-model control, obtains discrete time variable;Space clustering is carried out to discrete time variable
Processing, obtains the position distribution relationship of mobile subscriber's liveness;According to position distribution relationship, the home zone of mobile subscriber is determined
Domain.
It may be implemented to determine ownership according to the space cluster analysis to mobile subscriber's message registration duration using the above method
The purpose in region improves the accuracy of attributed region definitive result, provides guarantee for later period maintaining clients and raising business revenue.
How to be solved with technical solution of the specifically embodiment to technical solution of the present invention and the application below above-mentioned
Technical problem is described in detail.These specific embodiments can be combined with each other below, for the same or similar concept
Or process may repeat no more in certain embodiments.Below in conjunction with attached drawing, the embodiment of the present invention is described.
Fig. 2 is the flow chart of the method for the determination mobile user affiliation region that the embodiment of the present invention one provides, such as Fig. 2 institute
Show, the method in the present embodiment may include:
S101, message registration of the mobile subscriber within the predetermined observation phase is obtained.
In the present embodiment, business platform obtains all message registrations of the mobile subscriber within the predetermined observation phase.Business platform
With data storage and data-handling capacity.
It should be noted that the present embodiment does not limit observation period setting rule and observation period length of time, this field
Technical staff can increase according to the actual situation or reduce observation period setting rule and observation period length of time.In optional side
In case, in order to improve the accuracy of location of mobile users attributed region, the observation period of mobile subscriber generally can be first set, sight is passed through
The phase of examining will screen mobile subscriber, such as choose the mobile subscriber that networking duration is greater than the observation period.
S102, according to message registration, obtain the corresponding base station cell of each message registration and the duration of call.
In the present embodiment, business platform determines sector belonging to each message registration of mobile subscriber by Cell ID;From
The corresponding relationship of sector and base station cell is obtained in GIS module;Based on corresponding relationship, base station belonging to each message registration is determined
Cell;And obtain the duration of call of each message registration of base station cell.
Specifically, Cell ID is positioned, and is three kinds main based on one of location-based service (LBS) technology.Cell ID is logical
Cross which sectored transmissions user in identification network calls and translate the information into latitude and longitude to determine user location.This
Kind method is realized simply, small to network structure change without increasing equipment in wireless access net side.The technology can satisfy determination
The positioning accuracy request of customer ownership position.The corresponding relationship that sector and base station cell are recorded in GIS module, also records operator
The coverage area in each region.Base station cell belonging to each message registration can be carried out by Cell ID positioning and GIS module
Positioning.Meanwhile according to message registration, the duration of call of each message registration can be obtained.
S103, the duration of call is subjected to sliding-model control, obtains discrete time variable.
In the present embodiment, the duration of call is carried out sliding-model control by business platform, obtains discrete time variable, comprising:
According to preset discrete programming, by the duration of call it is discrete be at least one discrete variable, and discrete variable and corresponding base station are small
Area's association;Wherein, preset discrete programming refers to: the quantity of discrete variable is directly proportional to the duration of call.
Specifically, the discrete carry out sliding-model control of the duration of call is obtained by the discrete time according to preset discrete programming
Variable.For example, long discrete to duration of call progress according to timing, the corresponding base station message registration A is Base_A, and the duration of call is
30 minutes, then it is separated into 15 discrete variables;The corresponding base station message registration B be Base_B, the duration of call be 10 minutes, then from
Dissipate into 5 discrete variables.
It should be noted that the present embodiment does not limit the discrete programming of the duration of call, those skilled in the art can root
Increase or reduce discrete programming according to actual conditions.
S104, the space clustering model for establishing discrete-time variable, obtain mobile subscriber most enlivens position.
In the present embodiment, business platform establishes the space clustering model of discrete variable and base station cell, is calculated by DBSCAN
The position distribution relationship of method acquisition mobile subscriber's liveness.For example, the corresponding base station of 15 time discrete variables of message registration A
Cell is Base_A, and the corresponding base station cell of 5 time discrete variables of message registration B is Base_B.Above-mentioned data are inputted
Space clustering model obtains the position distribution relationship of mobile subscriber's liveness by DBSCAN algorithm.
S105, basis most enliven the corresponding relationship in the bottom districts and cities region of position and operator, determine mobile subscriber's
Attributed region.
In the present embodiment, business platform obtains the highest position of mobile subscriber's liveness;It is drawn according to the region in GIS module
Divide as a result, searching region belonging to the highest position of mobile subscriber's liveness;Using region as the attributed region of mobile subscriber.Example
Such as, according to the position distribution relationship of mobile subscriber's liveness, the acquisition highest position of mobile subscriber's liveness is the base station Base_A
Cell.Further according to the region division rule that operator's lowest hierarchical level most refines in GIS module, the base station Base_A is found
Region belonging to cell is Region_1, it is determined that Region_1 is the attributed region of mobile subscriber.
The present embodiment, by obtaining message registration of the mobile subscriber within the predetermined observation phase;According to message registration, obtain every
The corresponding base station cell of a message registration and the duration of call;The duration of call is subjected to sliding-model control, is obtained discrete
Time variable;The space clustering model of discrete-time variable is established, obtain mobile subscriber most enlivens position;According to described most living
The corresponding relationship of jump position and the bottom districts and cities region of operator, determines the attributed region of the mobile subscriber.To realize
The purpose for determining by the space cluster analysis to mobile subscriber's liveness position attributed region, it is true to improve attributed region
Determine the accuracy of result, provides guarantee for the raising of later period maintaining clients and business revenue.
Fig. 3 is the flow chart of the method for determining mobile user affiliation region provided by Embodiment 2 of the present invention, such as Fig. 3 institute
Show, the method in the present embodiment may include:
S201, the networking duration according to mobile subscriber, determine the observation period of mobile subscriber.
In the present embodiment, business platform determines the observation period of mobile subscriber according to the networking duration of mobile subscriber.It is optional
Ground, if the networking duration of mobile subscriber is greater than or equal to N number of moon, it is determined that the observation period of the mobile subscriber is N number of moon;Its
In, N is the natural number greater than 1;
If the networking duration of mobile subscriber is less than N number of moon, and is greater than or equal to 1 month, it is determined that the mobile subscriber's
Observation period is the of that month and networking time month that networks;
The method also includes:
Determine that the observation period is the attributed region of N number of month mobile subscriber;
If the networking duration of mobile subscriber less than 1 month, networks in the mobile subscriber and completely determines shifting after one month again
Employ the pre- attributed region at family.
In the present embodiment, by the setting observation period as the screening conditions to mobile subscriber, networking duration can be greater than
Observation period N number of month mobile subscriber is as observation object, to improve the accuracy of location of mobile users attributed region.
S202, message registration of the mobile subscriber within the predetermined observation phase is obtained.
S203, according to message registration, obtain the corresponding base station cell of each message registration and the duration of call.
S204, the duration of call is subjected to sliding-model control, obtains discrete time variable.
S205, the space clustering model for establishing discrete-time variable, obtain mobile subscriber most enlivens position.
S206, basis most enliven the corresponding relationship in the bottom districts and cities region of position and operator, determine mobile subscriber's
Attributed region.
In the present embodiment, step S202~step S206 specific implementation process and technical principle are shown in Figure 2
Associated description in method in step S101~step S105, details are not described herein again.
The present embodiment, by obtaining message registration of the mobile subscriber within the predetermined observation phase;According to message registration, obtain every
The corresponding base station cell of a message registration and the duration of call;The duration of call is subjected to sliding-model control, is obtained discrete
Time variable;The space clustering model of discrete-time variable is established, obtain mobile subscriber most enlivens position;According to described most living
The corresponding relationship of jump position and the bottom districts and cities region of operator, determines the attributed region of the mobile subscriber.To realize
The purpose for determining by the space cluster analysis to mobile subscriber's liveness position attributed region, it is true to improve attributed region
Determine the accuracy of result, provides guarantee for the raising of later period maintaining clients and business revenue.
In addition, the setting method of observation period a kind of is present embodiments provided, it can be according to the networking duration of mobile subscriber, really
Determine the observation period of mobile subscriber.Ownership is determined according to the space cluster analysis to mobile subscriber's message registration duration to realize
The purpose in region improves the accuracy of attributed region definitive result, provides guarantee for later period maintaining clients and raising business revenue.
Fig. 4 is the structural schematic diagram of the device for the determination mobile user affiliation region that the embodiment of the present invention three provides, such as Fig. 4
Shown, the device of the determination mobile user affiliation region of the present embodiment may include:
Module 31 is obtained, for obtaining message registration of the mobile subscriber within the predetermined observation phase;
Processing module 32 is used for according to message registration, when obtaining the corresponding base station cell of each message registration and call
It is long;
Discrete block 33 obtains discrete time variable for the duration of call to be carried out sliding-model control;
Analysis module 34 obtains the most active position of mobile subscriber for establishing the space clustering model of discrete-time variable
It sets;
Determining module 35 most enlivens the corresponding relationship in the bottom districts and cities region of position and operator, really described in basis
The attributed region of the fixed mobile subscriber.
In a kind of possible design, processing module 32 is specifically used for:
Mobile terminal location is carried out by Cell ID technology, and determines operation belonging to each message registration of mobile subscriber
Quotient base station section;
The corresponding relationship of operator base station section and base station cell is obtained from GIS module;
Based on the corresponding relationship, base station cell belonging to each message registration is determined;And obtain the base station cell
The duration of call of each message registration.
In a kind of possible design, discrete block 33 is specifically used for: according to preset discrete programming, by the duration of call
Discrete is at least one discrete variable, and discrete variable is associated with corresponding base station cell;Wherein, preset discrete programming is
Refer to: the quantity of discrete variable is directly proportional to the duration of call.
In a kind of possible design, analysis module 34 is specifically used for:
The space clustering model for establishing the discrete variable and base station cell obtains mobile subscriber's by DBSCAN algorithm
Most enliven position.
In a kind of possible design, determining module 35 is specifically used for:
According to bottom districts and cities, the operator region division in GIS module as a result, searching the mobile most active position
Set affiliated region;
Using the region as the attributed region of the mobile subscriber.
The present embodiment, by obtaining message registration of the mobile subscriber within the predetermined observation phase;According to message registration, obtain every
The corresponding base station cell of a message registration and the duration of call;The duration of call is subjected to sliding-model control, is obtained discrete
Time variable;The space clustering model of discrete-time variable is established, obtain mobile subscriber most enlivens position;According to described most living
The corresponding relationship of jump position and the bottom districts and cities region of operator, determines the attributed region of the mobile subscriber.To realize
The purpose for determining by the space cluster analysis to mobile subscriber's liveness position attributed region, it is true to improve attributed region
Determine the accuracy of result, provides guarantee for the raising of later period maintaining clients and business revenue.
The determination mobile user affiliation region device of the present embodiment, can execute the technical solution in method shown in Fig. 2,
Associated description in specific implementation process and technical principle method shown in Figure 2, details are not described herein again.
Fig. 5 is the structural schematic diagram of the device for the determination mobile user affiliation region that the embodiment of the present invention four provides, such as Fig. 5
It is shown, can also include: on the basis of the device device shown in Fig. 4 of the determination mobile user affiliation region of the present embodiment
Setup module 36 is used for obtaining mobile subscriber before the message registration in the predetermined observation phase according to mobile
The networking duration at family, determines the observation period of mobile subscriber.
In a kind of possible design, setup module 36 is specifically used for:
If the networking duration of mobile subscriber is greater than or equal to N number of moon, it is determined that the observation period of the mobile subscriber is N number of
Month;Wherein, N is the natural number greater than 1;
If the networking duration of mobile subscriber is less than N number of moon, and is greater than or equal to 1 month, it is determined that the mobile subscriber's
Observation period is the of that month and networking time month that networks;
The method also includes:
Determine that the observation period is the attributed region of N number of month mobile subscriber;
If the networking duration of mobile subscriber less than 1 month, networks in the mobile subscriber and completely determines shifting after one month again
Employ the pre- attributed region at family.
The present embodiment, by obtaining message registration of the mobile subscriber within the predetermined observation phase;According to message registration, obtain every
The corresponding base station cell of a message registration and the duration of call;The duration of call is subjected to sliding-model control, is obtained discrete
Time variable;The space clustering model of discrete-time variable is established, obtain mobile subscriber most enlivens position;According to described most living
The corresponding relationship of jump position and the bottom districts and cities region of operator, determines the attributed region of the mobile subscriber.To realize
The purpose for determining by the space cluster analysis to mobile subscriber's liveness position attributed region, it is true to improve attributed region
Determine the accuracy of result, provides guarantee for the raising of later period maintaining clients and business revenue.
In addition, the setting method of observation period a kind of is present embodiments provided, it can be according to the networking duration of mobile subscriber, really
Determine the observation period of mobile subscriber.Ownership is determined according to the space cluster analysis to mobile subscriber's message registration duration to realize
The purpose in region improves the accuracy of attributed region definitive result, provides guarantee for later period maintaining clients and raising business revenue.
The device of the determination mobile user affiliation region of the present embodiment, can execute the technology in method shown in Fig. 2, Fig. 3
Scheme implements the associated description of process and technical principle referring to fig. 2, in method shown in Fig. 3, and details are not described herein again.
Fig. 6 is the structural schematic diagram of the system for the determination mobile user affiliation region that the embodiment of the present invention five provides, such as Fig. 6
Shown, the determination mobile user affiliation region system 40 of the present embodiment may include: processor 41 and memory 42.
Memory 42 (such as realizes answering for the method for above-mentioned determining mobile user affiliation region for storing computer program
With program, functional module etc.), computer instruction etc.;
Above-mentioned computer program, computer instruction etc. can be with partitioned storages in one or more memories 42.And
Above-mentioned computer program, computer instruction, data etc. can be called with device 41 processed.
Processor 41, for executing the computer program of the storage of memory 42, to realize method that above-described embodiment is related to
In each step.
It specifically may refer to the associated description in previous methods embodiment.
Processor 41 and memory 42 can be absolute construction, be also possible to the integrated morphology integrated.Work as processing
When device 41 and memory 42 are absolute construction, memory 42, processor 41 can be of coupled connections by bus 43.
The server of the present embodiment can execute the technical solution in method shown in Fig. 2, Fig. 3, specific implementation process and
Associated description of the technical principle referring to fig. 2, in method shown in Fig. 3, details are not described herein again.
In addition, the embodiment of the present application also provides a kind of computer readable storage medium, deposited in computer readable storage medium
Computer executed instructions are contained, when at least one processor of user equipment executes the computer executed instructions, user equipment
Execute above-mentioned various possible methods.
Wherein, computer-readable medium includes computer storage media and communication media, and wherein communication media includes being convenient for
From a place to any medium of another place transmission computer program.Storage medium can be general or specialized computer
Any usable medium that can be accessed.A kind of illustrative storage medium is coupled to processor, to enable a processor to from this
Read information, and information can be written to the storage medium.Certainly, storage medium is also possible to the composition portion of processor
Point.Pocessor and storage media can be located in ASIC.In addition, the ASIC can be located in user equipment.Certainly, processor and
Storage medium can also be used as discrete assembly and be present in communication equipment.
The application also provides a kind of program product, and program product includes computer program, and computer program is stored in readable
In storage medium, at least one processor of server can read computer program from readable storage medium storing program for executing, at least one
Reason device executes the determination mobile user affiliation region that computer program makes the server implementation embodiments of the present invention any
Method.
Those of ordinary skill in the art will appreciate that: realize that all or part of the steps of above-mentioned each method embodiment can lead to
The relevant hardware of program instruction is crossed to complete.Program above-mentioned can be stored in a computer readable storage medium.The journey
When being executed, execution includes the steps that above-mentioned each method embodiment to sequence;And storage medium above-mentioned include: ROM, RAM, magnetic disk or
The various media that can store program code such as person's CD.
Finally, it should be noted that the above embodiments are only used to illustrate the technical solution of the present invention., rather than its limitations;To the greatest extent
Pipe present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that: its according to
So be possible to modify the technical solutions described in the foregoing embodiments, or to some or all of the technical features into
Row equivalent replacement;And these are modified or replaceed, various embodiments of the present invention technology that it does not separate the essence of the corresponding technical solution
The range of scheme.
Claims (10)
1. a kind of method of determining mobile user affiliation region characterized by comprising
Obtain message registration of the mobile subscriber within the predetermined observation phase;
According to message registration, the corresponding base station cell of each message registration and the duration of call are obtained;
The duration of call is subjected to sliding-model control, obtains discrete time variable;
The space clustering model of discrete-time variable is established, obtain mobile subscriber most enlivens position;
According to the corresponding relationship in the bottom districts and cities region for most enlivening position and operator, returning for the mobile subscriber is determined
Belong to region.
2. the method according to claim 1, wherein obtaining call note of the mobile subscriber within the predetermined observation phase
Before record, further includes: according to the networking duration of mobile subscriber, determine the observation period of the mobile subscriber.
3. according to the method described in claim 2, it is characterized in that, determining the movement according to the networking duration of mobile subscriber
The observation period of user, comprising:
If the networking duration of mobile subscriber is greater than or equal to N number of moon, it is determined that the observation period of the mobile subscriber is N number of moon;Its
In, N is the natural number greater than 1;
If the networking duration of mobile subscriber is less than N number of moon, and is greater than or equal to 1 month, it is determined that the observation of the mobile subscriber
Phase is the of that month and networking time month that networks;
The method also includes:
Determine that the observation period is the attributed region of N number of month mobile subscriber;
If the networking duration of mobile subscriber less than 1 month, networks in the mobile subscriber and determines mobile use completely after one month again
The pre- attributed region at family.
4. the method according to claim 1, wherein it is corresponding to obtain each message registration according to message registration
Base station cell and the duration of call, comprising:
Mobile terminal location is carried out by Cell ID technology, and determines operator's base belonging to each message registration of mobile subscriber
It stands sector;
The corresponding relationship of operator base station section and base station cell is obtained from GIS module;
Based on the corresponding relationship, base station cell belonging to each message registration is determined;Each of and obtain the base station cell
The duration of call of message registration.
5. the method according to claim 1, wherein by the duration of call carry out sliding-model control, obtain from
Scattered time variable, comprising:
According to preset discrete programming, by the duration of call it is discrete be at least one discrete variable, and the discrete variable with it is corresponding
Base station cell association;Wherein, the preset discrete programming refers to: the quantity of discrete variable is directly proportional to the duration of call.
6. being obtained the method according to claim 1, wherein establishing the space clustering model of discrete-time variable
Mobile subscriber's most enlivens position, comprising:
The space clustering model for establishing the discrete variable and base station cell obtains the most living of mobile subscriber by DBSCAN algorithm
Jump position.
7. the method according to claim 1, wherein according to the bottom for most enlivening position and operator
The corresponding relationship in city region determines the attributed region of the mobile subscriber, comprising:
According to bottom districts and cities, the operator region division in GIS module as a result, searching described mobile with most enlivening position institute
The region of category;
Using the region as the attributed region of the mobile subscriber.
8. a kind of device of determining mobile user affiliation region characterized by comprising
Module is obtained, for obtaining message registration of the mobile subscriber within the predetermined observation phase;
Processing module, for obtaining the corresponding base station cell of each message registration and the duration of call according to message registration;
Discrete block obtains discrete time variable for the duration of call to be carried out sliding-model control;
Analysis module, for establishing the space clustering model of discrete-time variable, obtain mobile subscriber most enlivens position;
Determining module determines institute for the corresponding relationship according to the bottom districts and cities region for most enlivening position and operator
State the attributed region of mobile subscriber.
9. a kind of system of determining mobile user affiliation region characterized by comprising memory and processor, in memory
It is stored with the executable instruction of the processor;Wherein, the processor is configured to hold via the executable instruction is executed
The method of determination mobile user affiliation region described in row claim 1-7.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the program is by processor
The method of the described in any item determining mobile user affiliation regions of claim 1-7 is realized when execution.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910144236.5A CN109982257B (en) | 2019-02-27 | 2019-02-27 | Method, device and system for determining mobile user home region |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910144236.5A CN109982257B (en) | 2019-02-27 | 2019-02-27 | Method, device and system for determining mobile user home region |
Publications (2)
Publication Number | Publication Date |
---|---|
CN109982257A true CN109982257A (en) | 2019-07-05 |
CN109982257B CN109982257B (en) | 2021-03-23 |
Family
ID=67077419
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201910144236.5A Active CN109982257B (en) | 2019-02-27 | 2019-02-27 | Method, device and system for determining mobile user home region |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN109982257B (en) |
Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112560910A (en) * | 2020-12-02 | 2021-03-26 | 中国联合网络通信集团有限公司 | User classification method and device |
CN113112069A (en) * | 2021-04-13 | 2021-07-13 | 北京阿帕科蓝科技有限公司 | Population distribution prediction method, population distribution prediction system and electronic equipment |
CN113221873A (en) * | 2021-06-02 | 2021-08-06 | 浙江大华技术股份有限公司 | Method and device for determining object membership area, storage medium and electronic device |
CN113301555A (en) * | 2021-05-24 | 2021-08-24 | 中国联合网络通信集团有限公司 | Resident cell determining method, resident cell determining device, resident cell determining equipment, resident cell determining medium and resident cell determining product |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101605312A (en) * | 2008-06-10 | 2009-12-16 | 中国移动通信集团黑龙江有限公司 | Determine the method and system of attributed region of mobile terminal |
CN106792514A (en) * | 2016-11-30 | 2017-05-31 | 南京华苏科技有限公司 | User's duty residence analysis method based on signaling data |
CN107103037A (en) * | 2017-03-22 | 2017-08-29 | 华为机器有限公司 | A kind of recognition methods of social function of geographic area and terminal device |
US10070256B1 (en) * | 2017-08-16 | 2018-09-04 | Tile, Inc. | Tracking device operation in risk-classified geographic area |
-
2019
- 2019-02-27 CN CN201910144236.5A patent/CN109982257B/en active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101605312A (en) * | 2008-06-10 | 2009-12-16 | 中国移动通信集团黑龙江有限公司 | Determine the method and system of attributed region of mobile terminal |
CN106792514A (en) * | 2016-11-30 | 2017-05-31 | 南京华苏科技有限公司 | User's duty residence analysis method based on signaling data |
CN107103037A (en) * | 2017-03-22 | 2017-08-29 | 华为机器有限公司 | A kind of recognition methods of social function of geographic area and terminal device |
US10070256B1 (en) * | 2017-08-16 | 2018-09-04 | Tile, Inc. | Tracking device operation in risk-classified geographic area |
US10075811B1 (en) * | 2017-08-16 | 2018-09-11 | Tile, Inc. | Tracking device operation in risk-classified zone |
Cited By (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112560910A (en) * | 2020-12-02 | 2021-03-26 | 中国联合网络通信集团有限公司 | User classification method and device |
CN112560910B (en) * | 2020-12-02 | 2024-03-01 | 中国联合网络通信集团有限公司 | User classification method and device |
CN113112069A (en) * | 2021-04-13 | 2021-07-13 | 北京阿帕科蓝科技有限公司 | Population distribution prediction method, population distribution prediction system and electronic equipment |
CN113301555A (en) * | 2021-05-24 | 2021-08-24 | 中国联合网络通信集团有限公司 | Resident cell determining method, resident cell determining device, resident cell determining equipment, resident cell determining medium and resident cell determining product |
CN113221873A (en) * | 2021-06-02 | 2021-08-06 | 浙江大华技术股份有限公司 | Method and device for determining object membership area, storage medium and electronic device |
CN113221873B (en) * | 2021-06-02 | 2023-02-28 | 浙江大华技术股份有限公司 | Method and device for determining object membership area, storage medium and electronic device |
Also Published As
Publication number | Publication date |
---|---|
CN109982257B (en) | 2021-03-23 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN109982257A (en) | Determine method, apparatus, the system of mobile user affiliation region | |
US11170410B2 (en) | Methods, systems and apparatus to generate market segmentation data with anonymous location data | |
US7991638B1 (en) | Process for trade area generation | |
Ahas et al. | Using mobile positioning data to model locations meaningful to users of mobile phones | |
CN110837930B (en) | Site selection method, device, equipment and storage medium | |
CN106886918A (en) | A kind of determination method of targeted customer, apparatus and system | |
US10909554B2 (en) | Analyzing big data to determine a data plan | |
CN107798557A (en) | Electronic installation, the service location based on LBS data recommend method and storage medium | |
CN109816440A (en) | Marketing method, apparatus and system | |
CN108733715B (en) | Method and device for determining building entrance and exit positions | |
CN105491529B (en) | The memory mapping treatment method and big data platform of mobile terminal locations data | |
US20140057651A1 (en) | Filtering and clustering crowd-sourced data for determining beacon positions | |
CN105893537B (en) | The determination method and apparatus of geography information point | |
CN109084795B (en) | Method and device for searching service facilities based on map service | |
CN103822638B (en) | The treating method and apparatus of customer position information | |
CN104717761B (en) | For managing the method and equipment of data | |
KR20150037769A (en) | Interest profile of a user of a mobile application | |
CN102577494A (en) | Method and arrangement for supporting analysis of social networks in a communication network | |
CN111382217A (en) | Destination recommendation method and device | |
CN111311193B (en) | Method and device for configuring public service resources | |
CN101106818A (en) | A system and method for summarizing user roaming status in GSM network service area | |
JP2020537252A (en) | Systems and methods for predicting similar mobile devices | |
CN108810818A (en) | A kind of partitioning method and device of resident living circle | |
US10959041B1 (en) | Traffic analysis of mobile phones partitioned by geohash | |
CN111598188B (en) | Method and device for identifying position of target store, storage medium and electronic equipment |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |