CN108076450B - Method and device for identifying same user - Google Patents
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- CN108076450B CN108076450B CN201610991952.3A CN201610991952A CN108076450B CN 108076450 B CN108076450 B CN 108076450B CN 201610991952 A CN201610991952 A CN 201610991952A CN 108076450 B CN108076450 B CN 108076450B
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W8/00—Network data management
- H04W8/005—Discovery of network devices, e.g. terminals
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W8/00—Network data management
- H04W8/18—Processing of user or subscriber data, e.g. subscribed services, user preferences or user profiles; Transfer of user or subscriber data
- H04W8/20—Transfer of user or subscriber data
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Abstract
The invention discloses a method for identifying the same user, which comprises the following steps: establishing a direct binding relationship between every two combined used objects; and identifying users of all objects which have direct binding relation with the same object as the same user, or identifying users of all objects which have direct and indirect binding relation with the same object as the same user. By the embodiment of the invention, the accuracy of identifying the object user can be improved.
Description
Technical Field
In view of the above, the present invention provides a method and an apparatus for identifying a same user, which can improve the accuracy of identifying an object user.
Background
Because International Mobile Equipment Identity (IMEI) of each Mobile phone is independent, that is, each Mobile phone has a unique IMEI, based on the uniqueness, the prior art distinguishes different Mobile phones through the IMEI by collecting the IMEI of each Mobile phone, and identifies users of the same Mobile phone as the same user, thereby analyzing the usage behavior of the same user on the Mobile phone.
However, when a user changes a mobile phone, although the users of the two mobile phones are the same user, because the IMEI of the changed mobile phone is different from the IMEI of the previous mobile phone, the prior art will recognize the users of different mobile phones as different users, and if the same user is used as a different user to analyze the user using behavior, the inaccuracy of the analysis data will be caused.
Disclosure of Invention
In view of the above, the present invention has been made to provide a method and apparatus for identifying the same user, which overcome or at least partially solve the above problems, and can improve the accuracy of identifying the object user.
The invention provides a method for identifying the same user, which comprises the following steps:
establishing a direct binding relationship between every two combined used objects;
and identifying users of all objects which have direct binding relation with the same object as the same user, or identifying users of all objects which have direct and indirect binding relation with the same object as the same user.
Optionally, the establishing a direct binding relationship between each two items used in combination includes:
and establishing a direct binding relationship between the unique identifications of every two objects which are used in combination.
Optionally, the establishing a direct binding relationship between the unique identifiers of each two items used in combination includes:
acquiring an International Mobile Subscriber Identity (IMSI) of each SIM card and an International Mobile Equipment Identity (IMEI) of each mobile equipment using the SIM card;
and establishing a direct binding relationship between the IMSI of the SIM card and the IMEI of each mobile device using the SIM card.
Optionally, the identifying, as the same user, users of all the articles having a direct binding relationship with the same article includes:
acquiring all IMEIs which have direct binding relation with the same IMSI, and identifying users of the mobile equipment corresponding to the acquired IMEIs as the same user;
the method for identifying the users of all the objects which have direct and indirect binding relations with the same object as the same user comprises the following steps:
and acquiring all IMEIs which have direct and indirect binding relations with the same IMSI, and identifying users of the mobile equipment corresponding to the acquired IMEIs as the same user.
Optionally, the obtaining the IMSI of each SIM card and the IMEI of each mobile device using the SIM card includes:
acquiring combination information sent by the mobile equipment, wherein the combination information comprises an IMEI (International Mobile equipment identity) of the mobile equipment and an IMSI (International Mobile subscriber identity) of a SIM (subscriber identity Module) card used by the mobile equipment.
Optionally, the method further includes:
and selecting all the same category objects from all the objects, and determining the same category objects used by the same user.
The invention also provides a device for identifying the same user, which comprises:
the binding relationship establishing unit is used for establishing a direct binding relationship between every two combined and used objects;
and the same user identification unit is used for identifying users of all objects which have direct binding relationship with the same object as the same user, or identifying users of all objects which have direct and indirect binding relationship with the same object as the same user.
Optionally, the binding relationship establishing unit is specifically configured to:
and establishing a direct binding relationship between the unique identifications of every two objects which are used in combination.
Optionally, the binding relationship establishing unit includes:
the identification acquisition subunit is used for acquiring the international mobile subscriber identity IMSI of each SIM card and the international mobile equipment identification IMEI of each mobile equipment using the SIM card;
and the relationship establishing subunit is used for establishing a direct binding relationship between the IMSI of the SIM card and the IMEI of each mobile device using the SIM card.
Optionally, the same subscriber identity unit includes:
the first identification obtaining subunit is used for obtaining all IMEIs which have a direct binding relationship with the same IMSI;
the first user identification subunit is used for identifying the users of the mobile equipment corresponding to the obtained IMEI as the same user;
alternatively, the same subscriber identification unit includes:
the second identification acquiring subunit acquires all IMEIs which have direct and indirect binding relations with the same IMSI;
and the second user identification subunit is used for identifying the users of the mobile equipment corresponding to the obtained IMEI as the same user.
Optionally, the identifier obtaining subunit is specifically configured to:
acquiring combination information sent by the mobile equipment, wherein the combination information comprises an IMEI (International Mobile equipment identity) of the mobile equipment and an IMSI (International Mobile subscriber identity) of a SIM (subscriber identity Module) card used by the mobile equipment.
Optionally, the apparatus further comprises:
and the object screening unit is used for selecting all objects in the same category from all the objects and determining the objects in the same category used by the same user.
By the technical scheme, the method and the device for identifying the same user provided by the invention establish the direct binding relationship between every two objects used in combination; and identifying users of all objects which have direct binding relation with the same object as the same user, or identifying users of all objects which have direct and indirect binding relation with the same object as the same user. As can be seen, for a certain object a used by the user and an object B currently used in combination with the object a, if the user replaces the object B used in combination with the object a with the object C, the embodiment regards both the users of the object B and the object C as the user; in addition, when the user separates the object C from the object A and combines the object C with the object D for use, the embodiment can further regard the user of the object D as the user.
The foregoing description is only an overview of the technical solutions of the present invention, and the embodiments of the present invention are described below in order to make the technical means of the present invention more clearly understood and to make the above and other objects, features, and advantages of the present invention more clearly understandable.
Drawings
Various other advantages and benefits will become apparent to those of ordinary skill in the art upon reading the following detailed description of the preferred embodiments. The drawings are only for purposes of illustrating the preferred embodiments and are not to be construed as limiting the invention. Also, like reference numerals are used to refer to like parts throughout the drawings. In the drawings:
FIG. 1 is a flow chart diagram illustrating a method of identifying the same user;
FIG. 2 is a diagram illustrating an object binding relationship;
fig. 3 is a schematic diagram showing the composition of a device for identifying the same user.
Detailed Description
Exemplary embodiments of the present disclosure will be described in more detail below with reference to the accompanying drawings. While exemplary embodiments of the present disclosure are shown in the drawings, it should be understood that the present disclosure may be embodied in various forms and should not be limited to the embodiments set forth herein. Rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of the disclosure to those skilled in the art.
According to the method for identifying the same user, provided by the embodiment of the invention, for two or more objects which are used in combination at the same time, every two objects can be associated, namely, the binding relationship between every two objects is established, the condition that the two objects are used in combination is marked through the binding relationship, and the same user of one or more objects is determined based on the binding relationship.
The following specifically describes embodiments of the present invention.
Referring to fig. 1, a schematic flowchart of a method for identifying a same user according to an embodiment of the present invention is shown, where the method includes:
step 101: and establishing a direct binding relationship between every two objects used in combination.
In practical applications, there are multiple combined usage modes between different objects, one is the combined usage of two objects, for example, the combined usage of a mobile phone and a SIM card, the combined usage of a mobile phone and an SD card, the combined usage of a computer and eupatorium, and the like, and a binding relationship between each two objects can be established; the other type is the combined use of more than two objects, for example, the combined use of a mobile phone, a SIM card and an SD card, and the binding relationship between the mobile phone and the SIM card, between the mobile phone and the SD card, and between the SIM card and the SD card can be respectively established.
In some embodiments, step 101 may comprise: and establishing a direct binding relationship between the unique identifications of every two objects which are used in combination. In such an embodiment, if each of the two items used in combination has its own unique identifier, the unique identifiers of the two items may be bound.
In this embodiment, when performing relationship binding, a direct binding relationship between unique identifiers of every two items used in combination may be established in a manner of Key words and Key values Key-Value, that is, for two items used in combination, the unique identifier of one of the items is used as a Key, and the Value corresponding to the Key is the unique identifier of the other item; in addition, an Excel table can be adopted to establish a direct binding relationship between the unique identifiers of every two objects which are used in combination.
Specifically, for a combined usage scenario of a mobile device and a SIM card, step 101 may include step a1 and step a 2:
step A1: obtaining an International Mobile Subscriber Identity (IMSI) of each SIM card and an International Mobile Equipment Identity (IMEI) of each Mobile Equipment using the SIM card.
In some embodiments, step a1 may include: the server acquires the combined information sent by the mobile equipment, wherein the combined information comprises the IMEI of the mobile equipment and the IMSI of the SIM card used by the mobile equipment. Of course, the embodiment may also acquire the IMEI and IMSI information from other devices.
For this embodiment, assuming that the mobile device currently used by the user is the mobile phone 1, a Tracker, which is a jar packet for APP development and invocation, may be deployed in an Application program (APP) of the mobile phone 1 in advance, and may collect, at the APP end, an access behavior of the user to information such as a webpage and collect system information data of the mobile phone, for example, the Tracker may collect an IMSI of the SIM card 1 used by the mobile phone 1 and an IMEI possessed by the mobile phone 1, and send the collected IMSI and IMEI to the server; if the user changes another mobile phone, such as the mobile phone 2, but the used SIM card 1 is not changed, the Tracker installed on the changed mobile phone 2 also collects the IMSI of the used SIM card 1 and the IMEI owned by the user, and sends the collected IMSI and IMEI to the server, and at this time, the server acquires the IMSI of the SIM card 1, the IMEI of the mobile phone 1 and the IMEI of the mobile phone 2.
Step A2: and establishing a direct binding relationship between the IMSI of the SIM card and the IMEI of each mobile device using the SIM card.
After receiving a pair of IMSI and IMEI, the server inquires whether the IMSI is stored in the server; if yes, storing the IMEI and establishing a binding relationship between the IMSI and the IMEI; and if not, storing the IMSI and the IMEI and establishing a binding relationship between the IMSI and the IMEI.
Based on the example in step a1, after receiving the IMSI of the SIM card 1 sent by the mobile phone 1 and the IMEI of the mobile phone 1, the server binds the IMSI of the SIM card 1 and the IMEI of the mobile phone 1; and after receiving the IMSI of the SIM card 1 and the IMEI of the mobile phone 2 sent by the mobile phone 2, binding the IMSI and the IMEI. At this time, the IMSI of the SIM card 1 has a direct binding relationship with the IMEIs of the two handsets.
Step 102: and identifying users of all the objects which have direct binding relation with the same object as the same user, or identifying users of all the objects which have direct and indirect binding relation as the same user.
In step 102, for a combined usage scenario of a mobile device and a SIM card, the identifying users of all items having a direct binding relationship with the same item as the same user may include steps B1 and B2:
step B1: all IMEIs are obtained that have a direct binding relationship with the same IMSI.
In this embodiment, a binding relationship is established between the same SIM card and one or more mobile devices, that is, a binding relationship is established between the IMSI of the same SIM card and the IMEI of one or more mobile devices.
For example, see the diagram of the object binding relationship illustrated in FIG. 2. Assuming that a one-to-four binding relationship is established between the IMSI of the SIM card 1 and the IMEIs of the mobile phone 1, the mobile phone 2, the mobile phone 3 and the mobile phone 4 at the same time, and acquiring the IMEIs corresponding to the mobile phone 1, the mobile phone 2, the mobile phone 3 and the mobile phone 4 respectively based on the binding relationship; assume that a one-to-three binding relationship is established between the IMSI of the SIM card 2 and the IMEI of the mobile phone 2, the mobile phone 5, and the mobile phone 6, and based on this, the IMEI corresponding to the mobile phone 2, the mobile phone 5, and the mobile phone 6 are obtained respectively.
Step B2: and identifying the users of the mobile equipment corresponding to the acquired IMEI as the same user.
Based on the example of step B1, the users of the four mobile phones, namely mobile phone 1, mobile phone 2, mobile phone 3 and mobile phone 4, are identified as the same user; the users of the three mobile phones, mobile phone 2, mobile phone 5 and mobile phone 6, are identified as the same user.
In step 102, for a combined usage scenario of a mobile device and a SIM card, the identifying users of all items having direct and indirect binding relationships as the same user may include steps C1 and C2:
step C1: all IMEIs are obtained that have direct and indirect binding relationships with the same IMSI.
Referring to fig. 2, the IMSI of the SIM card 1 has a direct binding relationship with the IMEI of the mobile phone 1, the mobile phone 2, the mobile phone 3 and the mobile phone 4, while the IMSI of the SIM card 2 has a direct binding relationship with the mobile phone 2, and the IMSI of the SIM card 2 also has a direct binding relationship with the mobile phone 5 and the mobile phone 6.
It can be seen that, since the mobile phone 2 has a direct binding relationship with the IMSIs of the SIM cards 1 and 2, the IMSI of the SIM card 1 has an indirect binding relationship with the IMEI of the mobile phone 5 and 6. Thus, all IMEIs having a direct and indirect binding relationship with the IMSI of the SIM card 1 include: IMEI for handset 1, handset 2, handset 3, handset 4, handset 5 and handset 6.
Step C2: and identifying the users of the mobile equipment corresponding to the acquired IMEI as the same user.
Based on the example of step C1, the users of cell phone 1, cell phone 2, cell phone 3, cell phone 4, cell phone 5, and cell phone 6 are considered as the same user.
Further, Tracker of the mobile device may collect usage behavior data of the user, such as access behavior of the mobile device to information such as a web page, and send the usage behavior data to the server. After the server identifies one or more mobile devices as the same user according to the method, the use behavior data of the same user can be acquired more comprehensively, and the analysis result is more accurate when the use behavior of the user is analyzed.
Further, in some embodiments, step 102 may be followed by: and selecting all the same category objects from all the objects, and determining the same category objects used by the same user. In this embodiment, since there may be multiple categories of objects in the object set for establishing the binding relationship, if it is desired to know all the same categories of objects used by the same user, for example, all the mobile phones used by the same user or all the SIM cards used by the same user, after identifying the same user in step 102, the same category of objects can be selected from all the objects used by the same user, so that it can be known which objects of the same category used by the same user are.
The method for identifying the same user provided by the embodiment of the invention establishes the direct binding relationship between every two objects used in combination; and identifying users of all objects which have direct binding relation with the same object as the same user, or identifying users of all objects which have direct and indirect binding relation with the same object as the same user. As can be seen, for a certain object a used by the user and an object B currently used in combination with the object a, if the user replaces the object B used in combination with the object a with the object C, the embodiment regards both the users of the object B and the object C as the user; in addition, when the user separates the object C from the object A and combines the object C with the object D for use, the embodiment can further regard the user of the object D as the user.
Referring to fig. 3, a schematic diagram of a device for identifying the same user according to an embodiment of the present invention is shown, where the device includes:
a binding relationship establishing unit 301, configured to establish a direct binding relationship between each two items used in combination;
the same subscriber identification unit 302 is configured to identify users of all the objects having a direct binding relationship with the same object as the same subscriber, or identify users of all the objects having a direct and indirect binding relationship with the same object as the same subscriber.
In some embodiments, the binding relationship establishing unit 301 may be specifically configured to:
and establishing a direct binding relationship between the unique identifications of every two objects which are used in combination.
In some embodiments, the binding relationship establishing unit 301 may include an identification obtaining subunit and a relationship establishing subunit, where:
the identification acquisition subunit is used for acquiring the international mobile subscriber identity IMSI of each SIM card and the international mobile equipment identification IMEI of each mobile equipment using the SIM card;
and the relationship establishing subunit is used for establishing a direct binding relationship between the IMSI of the SIM card and the IMEI of each mobile device using the SIM card.
In some embodiments, the same subscriber identification unit 302 may comprise a first identity acquisition subunit and a first subscriber identification subunit, wherein:
the first identification obtaining subunit is used for obtaining all IMEIs which have a direct binding relationship with the same IMSI;
and the first user identification subunit is used for identifying the users of the mobile equipment corresponding to the acquired IMEI as the same user.
Alternatively, the same subscriber identification unit 302 may comprise a second identity acquisition subunit and a second subscriber identification subunit, wherein:
the second identification acquiring subunit acquires all IMEIs which have direct and indirect binding relations with the same IMSI;
and the second user identification subunit is used for identifying the users of the mobile equipment corresponding to the obtained IMEI as the same user.
In some embodiments, the identifier obtaining subunit may be specifically configured to:
acquiring combination information sent by the mobile equipment, wherein the combination information comprises an IMEI (International Mobile equipment identity) of the mobile equipment and an IMSI (International Mobile subscriber identity) of a SIM (subscriber identity Module) card used by the mobile equipment.
In some embodiments, the apparatus may further comprise:
and the object screening unit is used for selecting all objects in the same category from all the objects and determining the objects in the same category used by the same user.
The device for identifying the same user comprises a processor and a memory, the binding relationship establishing unit 301 and the same user identifying unit 302 are stored in the memory as program units, and the processor executes the program units stored in the memory to realize corresponding functions.
The processor comprises a kernel, and the kernel calls the corresponding program unit from the memory. The kernel can be set to be one or more than one, and the accuracy of identifying the object user is improved by adjusting the kernel parameters.
The memory may include volatile memory in a computer readable medium, Random Access Memory (RAM) and/or nonvolatile memory such as Read Only Memory (ROM) or flash memory (flash RAM), and the memory includes at least one memory chip.
The device for identifying the same user provided by the embodiment of the invention establishes the direct binding relationship between every two objects used in combination; and identifying users of all objects which have direct binding relation with the same object as the same user, or identifying users of all objects which have direct and indirect binding relation with the same object as the same user. As can be seen, for a certain object a used by the user and an object B currently used in combination with the object a, if the user replaces the object B used in combination with the object a with the object C, the embodiment regards both the users of the object B and the object C as the user; in addition, when the user separates the object C from the object A and combines the object C with the object D for use, the embodiment can further regard the user of the object D as the user.
The present application further provides a computer program product adapted to perform program code for initializing the following method steps when executed on a data processing device:
establishing a direct binding relationship between every two combined used objects;
and identifying users of all objects which have direct binding relation with the same object as the same user, or identifying users of all objects which have direct and indirect binding relation with the same object as the same user.
As will be appreciated by one skilled in the art, embodiments of the present application may be provided as a method, system, or computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
The present application is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the application. It will be understood that each flow and/or block of the flow diagrams and/or block diagrams, and combinations of flows and/or blocks in the flow diagrams and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
In a typical configuration, a computing device includes one or more processors (CPUs), input/output interfaces, network interfaces, and memory.
The memory may include forms of volatile memory in a computer readable medium, Random Access Memory (RAM) and/or non-volatile memory, such as Read Only Memory (ROM) or flash memory (flash RAM). The memory is an example of a computer-readable medium.
Computer-readable media, including both non-transitory and non-transitory, removable and non-removable media, may implement information storage by any method or technology. The information may be computer readable instructions, data structures, modules of a program, or other data. Examples of computer storage media include, but are not limited to, phase change memory (PRAM), Static Random Access Memory (SRAM), Dynamic Random Access Memory (DRAM), other types of Random Access Memory (RAM), Read Only Memory (ROM), Electrically Erasable Programmable Read Only Memory (EEPROM), flash memory or other memory technology, compact disc read only memory (CD-ROM), Digital Versatile Discs (DVD) or other optical storage, magnetic cassettes, magnetic tape magnetic disk storage or other magnetic storage devices, or any other non-transmission medium that can be used to store information that can be accessed by a computing device. As defined herein, a computer readable medium does not include a transitory computer readable medium such as a modulated data signal and a carrier wave.
The above are merely examples of the present application and are not intended to limit the present application. Various modifications and changes may occur to those skilled in the art. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present application should be included in the scope of the claims of the present application.
Claims (4)
1. A method for identifying a same user, comprising:
establishing a direct binding relationship between the unique identifiers of every two combined used objects; the establishing of the direct binding relationship between the unique identifiers of every two objects used in combination comprises the following steps: acquiring an International Mobile Subscriber Identity (IMSI) of each SIM card and an International Mobile Equipment Identity (IMEI) of each mobile equipment using the SIM card; establishing a direct binding relationship between the IMSI of the SIM card and the IMEI of each mobile device using the SIM card;
identifying users of all objects which have direct binding relation with the same object as the same user, or identifying users of all objects which have direct and indirect binding relation with the same object as the same user;
the method for identifying the users of all the objects having the direct binding relationship with the same object as the same user comprises the following steps: acquiring all IMEIs which have direct binding relation with the same IMSI, and identifying users of the mobile equipment corresponding to the acquired IMEIs as the same user;
the method for identifying the users of all the objects which have direct and indirect binding relations with the same object as the same user comprises the following steps: and acquiring all IMEIs which have direct and indirect binding relations with the same IMSI, and identifying users of the mobile equipment corresponding to the acquired IMEIs as the same user.
2. The method of claim 1, wherein obtaining the IMSI of each SIM card and the IMEI of each mobile device using the SIM card comprises:
acquiring combination information sent by the mobile equipment, wherein the combination information comprises an IMEI (International Mobile equipment identity) of the mobile equipment and an IMSI (International Mobile subscriber identity) of a SIM (subscriber identity Module) card used by the mobile equipment.
3. The method according to any one of claims 1 to 2, further comprising:
and selecting all the same category objects from all the objects, and determining the same category objects used by the same user.
4. An apparatus for identifying a same user, comprising:
the binding relationship establishing unit is used for establishing a direct binding relationship between the unique identifiers of every two combined used objects; the binding relationship establishing unit includes:
the identification acquisition subunit is used for acquiring the international mobile subscriber identity IMSI of each SIM card and the international mobile equipment identification IMEI of each mobile equipment using the SIM card;
a relationship establishing subunit, configured to establish a direct binding relationship between the IMSI of the SIM card and the IMEI of each mobile device using the SIM card;
the same user identification unit is used for identifying users of all objects which have direct binding relation with the same object as the same user, or identifying users of all objects which have direct and indirect binding relation with the same object as the same user;
the same subscriber identification unit comprises: the first identification obtaining subunit is used for obtaining all IMEIs which have a direct binding relationship with the same IMSI; the first user identification subunit is used for identifying the users of the mobile equipment corresponding to the obtained IMEI as the same user;
alternatively, the same subscriber identification unit includes:
the second identification acquiring subunit acquires all IMEIs which have direct and indirect binding relations with the same IMSI; and the second user identification subunit is used for identifying the users of the mobile equipment corresponding to the obtained IMEI as the same user.
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CN105099729A (en) * | 2014-04-22 | 2015-11-25 | 阿里巴巴集团控股有限公司 | User ID (Identification) recognition method and device |
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