CN109032686A - Data processing method and device - Google Patents

Data processing method and device Download PDF

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Publication number
CN109032686A
CN109032686A CN201810581679.6A CN201810581679A CN109032686A CN 109032686 A CN109032686 A CN 109032686A CN 201810581679 A CN201810581679 A CN 201810581679A CN 109032686 A CN109032686 A CN 109032686A
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application program
user
data
application
unloaded
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CN201810581679.6A
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CN109032686B (en
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张恩伟
涂鸿雁
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Beijing Xiaomi Mobile Software Co Ltd
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Beijing Xiaomi Mobile Software Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/44Arrangements for executing specific programs
    • G06F9/445Program loading or initiating
    • G06F9/44505Configuring for program initiating, e.g. using registry, configuration files
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/44Arrangements for executing specific programs
    • G06F9/445Program loading or initiating
    • G06F9/44594Unloading
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/46Multiprogramming arrangements
    • G06F9/48Program initiating; Program switching, e.g. by interrupt
    • G06F9/4806Task transfer initiation or dispatching

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  • Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Stored Programmes (AREA)

Abstract

The disclosure is directed to a kind of data processing method and devices, to improve the response speed after terminal device starts function of attending to anything else.The described method includes: the respective user behavior data of at least one application program at least two user's spaces of acquisition;Obtain the respective user behavior characteristics of at least one application program;User behavior characteristics to user behavior data by being analyzed to obtain;The application identities of corresponding application program and the space identification in corresponding application program owning user space are carried in user behavior characteristics;The respective user behavior characteristics of at least one application program are compared, at least one set of applications is obtained;Each set of applications respectively includes the application program that at least two user behavior characteristics are identical, application identities are identical, space identification is different;Merge the repeated data between the application program in same application group;Repeated data includes application data.Disclosed technique scheme can be improved terminal device and start the response speed after function of attending to anything else.

Description

Data processing method and device
Technical field
This disclosure relates to field of terminal technology more particularly to a kind of data processing method and device.
Background technique
Multiple user's spaces are provided at the terminal with the development of science and technology, realizing, and different user space is mutually isolated, often A user's space has the permission of data in access own user space, to protect privacy of user.For example, it is user that mobile phone, which is attended to anything else, Private space (space of also known as attending to anything else), access the private space and need corresponding access authority.User can be in private space In storage need the data of secret protection.Moreover, the private space is similar to one " sandbox " again, carried out in this " sandbox " Any operation, all will not influence initial space, wherein private space and initial space are that two on mobile phone are mutually isolated User's space, initial space are generally the user's space entered for the first time after mobile phone power-on.
When only one user's space in terminal, which monopolizes memory, and terminal is attended to anything else in unlatching after function, then There are at least two spaces to be used in conjunction with memory.Therefore, how to improve the terminal device starting response speed after function of attending to anything else is A technical problem for needing to solve at present.
Summary of the invention
To overcome the problems in correlation technique, the embodiment of the present disclosure provides a kind of data processing method and device, uses To improve the response speed after terminal device starts function of attending to anything else.
According to the first aspect of the embodiments of the present disclosure, a kind of data processing method is provided, comprising:
Acquire the respective user behavior data of at least one application program at least two user's spaces;
Obtain the respective user behavior characteristics of at least one described application program;The user behavior characteristics pass through to described User behavior data is analyzed to obtain;The application identities of corresponding application program and right are carried in the user behavior characteristics The space identification in the application program owning user space answered;
The respective user behavior characteristics of at least one described application program are compared, at least one set of applications is obtained;Institute Stating at least one set of applications respectively includes at least two application programs;The corresponding use of at least two application programs Family behavioural characteristic is identical, application identities are identical, space identification is different;
Merge and belongs between at least two application programs of same application group at least one described set of applications Repeated data;The repeated data includes application data.
In one embodiment, the respective user behavior characteristics of at least one application program described in the acquisition, it may include:
The respective user behavior data of at least one application program is sent to server, so that the server root The respective user behavior data of at least one application program is analyzed according to preset Analysis model of network behaviors, is obtained described The respective user behavior characteristics of at least one application program;
Receive the respective user behavior characteristics of at least one application program that the server is sent.
In one embodiment, the respective user behavior characteristics of at least one application program described in the comparison obtain extremely A few set of applications, it may include:
The respective user behavior characteristics of at least one application program are carried out pair according to application identities, space identification Than obtaining at least one candidate user behavioural characteristic group;At least one described candidate user behavioural characteristic group respectively includes at least Two candidate user behavioural characteristics;The corresponding application identities of at least two candidate users behavioural characteristic are identical, space Mark is different;
To belonging at least the two of same candidate user behavioural characteristic group at least one described candidate user behavioural characteristic group A candidate user behavioural characteristic compares, and obtains at least one target user's behavioural characteristic group;At least one described target is used Family behavioural characteristic group respectively includes at least two target user's behavioural characteristics;At least two target users behavioural characteristic phase Together;
At least the two of same target user's behavioural characteristic group will be belonged at least one described target user's behavioural characteristic group The corresponding application assigned of a target user's behavioural characteristic to the same set of applications, obtain it is described at least one apply journey Sequence group.
In one embodiment, belong to same application group extremely at least one set of applications described in the merging Repeated data between few two application programs, it may include:
At least one repeated application program in same application group is unloaded, and saves the repeated application program being unloaded User data, so that the application program that does not unload uses.
In one embodiment, at least one repeated application program in the unloading same application group, and save The user data for the repeated application program being unloaded, so that the application program not unloaded uses, it may include:
According to preset data merge rule determine belong at least two application programs of same application group to Unload application program;The data merge the space identification that rule includes the application program owning user to be unloaded space;
By the first migration of subscriber data of the application program to be unloaded to sharing application program;The sharing application program For an application program for belonging to same application group with the application program to be unloaded;The repeated data is described wait unload Carry the application data of application program and the sharing application program;
The sharing application program merges received first user data with second user data, obtains shared use User data;Wherein, the second user data are the user that the sharing application program saves before receiving the first user data Data;At least two user's space shares the sharing application program and the shared user data;
Unload the application program to be unloaded.
In one embodiment, at least one repeated application program in the unloading same application group, and save The user data for the repeated application program being unloaded, so that the application program not unloaded uses, it may include:
According to preset data merge rule determine belong at least two application programs of same application group to Unload application program;The data merge the space identification that rule includes the application program owning user to be unloaded space;
The third user data of the application program to be unloaded is stored in the first default storage address, by sharing application journey The fourth user data of sequence are stored in the second default storage address;Wherein, the described first default storage address is located at described wait unload User's space belonging to application program is carried, the second default storage address is located at the sky of user belonging to the sharing application program Between, the sharing application program is to belong to an application program of same application group, institute with the application program to be unloaded The application data that repeated data is the application program to be unloaded and the sharing application program is stated, described at least two use Share the sharing application program in family space;
Unload the application program to be unloaded;Wherein, the application program to be unloaded is after being unloaded, if user is to institute State the operation behavior of the application of the sharing application program user's space belonging to the application program to be unloaded, then it is described shared The third user data of first default storage address storage described in application call, if user is to the sharing application The operation behavior of the application of program user's space belonging to the sharing application program, then the sharing application routine call The fourth user data of the second default storage address storage.
According to the second aspect of an embodiment of the present disclosure, a kind of data processing equipment is provided, comprising:
Acquisition module, the respective user's row of at least one application program being configured as at least two user's spaces of acquisition For data;
Module is obtained, is configured as obtaining the respective user behavior characteristics of at least one described application program;The user Behavioural characteristic to the user behavior data by being analyzed to obtain;It is carried in the user behavior characteristics corresponding using journey The space identification in the application identities of sequence and corresponding application program owning user space;
Contrast module is configured as comparing the respective user behavior characteristics of at least one described application program, obtain at least One set of applications;At least one described set of applications respectively includes at least two application programs;Described at least two answer With the corresponding user behavior characteristics of program are identical, application identities are identical, space identification is different;
Merging module is configured as belonging to same application group at least at least one described set of applications of merging Repeated data between two application programs;The repeated data includes application data.
In one embodiment, the acquisition module, it may include:
Sending submodule is configured as the respective user behavior data of at least one application program being sent to service Device, so that the server is according to preset Analysis model of network behaviors to the respective user behavior number of at least one described application program According to being analyzed, the respective user behavior characteristics of at least one described application program are obtained;
Receiving submodule is configured as receiving the respective user of at least one application program that the server is sent Behavioural characteristic.
In one embodiment, the contrast module, it may include:
First comparison submodule, is configured as each at least one described application program according to application identities, space identification From user behavior characteristics compare, obtain at least one candidate user behavioural characteristic group;At least one described candidate user Behavioural characteristic group respectively includes at least two candidate user behavioural characteristics;At least two candidate users behavioural characteristic is respectively right The application identities answered are identical, space identification is different;
Second comparison submodule, is configured as belonging to same candidate at least one described candidate user behavioural characteristic group At least two candidate user behavioural characteristics of user behavior characteristics group compare, and obtain at least one target user's behavioural characteristic Group;At least one described target user's behavioural characteristic group respectively includes at least two target user's behavioural characteristics;Described at least two A target user's behavioural characteristic is identical;
Distribution sub module is configured as that same target user will be belonged at least one described target user's behavioural characteristic group The corresponding application assigned of at least two target user's behavioural characteristics of behavioural characteristic group is obtained to the same set of applications At least one described set of applications.
In one embodiment, the merging module is also configured at least one of unloading same application group Repeated application program, and the user data for the repeated application program being unloaded is saved, so that the application program not unloaded uses.
In one embodiment, the merging module, it may include:
First determines submodule, is configured as belonging to same application group according to the merging rule determination of preset data Application program to be unloaded at least two application programs;It includes belonging to the application program to be unloaded that the data, which merge rule, The space identification of user's space;
Submodule is migrated, is configured as the first migration of subscriber data of the application program to be unloaded to sharing application journey Sequence;The sharing application program is to belong to an application program of same application group with the application program to be unloaded;Institute State the application data that repeated data is the application program to be unloaded and the sharing application program;
Merge submodule, is configured as received first user data and second user through the sharing application program Data merge, and obtain shared user data;Wherein, the second user data are that the sharing application program is receiving the The user data saved before one user data;At least two user's space shares the sharing application program and described total Enjoy user data;
First unloading submodule, is configured as unloading the application program to be unloaded.
In one embodiment, the merging module, it may include:
Second determines submodule, is configured as belonging to same application group according to the merging rule determination of preset data Application program to be unloaded at least two application programs;It includes belonging to the application program to be unloaded that the data, which merge rule, The space identification of user's space;
Sub-module stored is configured as the third user data of the application program to be unloaded being stored in first and default deposits Address is stored up, the fourth user data of sharing application program are stored in the second default storage address;Wherein, it described first default deposits Storage address is located at user's space belonging to the application program to be unloaded, and the second default storage address is located at described share and answers The user's space belonging to program, the sharing application program are to belong to same application group with the application program to be unloaded An application program, the repeated data be the application program to be unloaded and the sharing application program application program number According at least two user's space shares the sharing application program;
Second unloading submodule, is configured as unloading the application program to be unloaded;Wherein, the application program to be unloaded After being unloaded, if user comes from the application program institute to be unloaded to the operation behavior of the application of the sharing application program The user's space of category, then the third number of users that the first default storage address stores described in the sharing application routine call According to if user is empty to the operation behavior of the application of the sharing application program user belonging to the sharing application program Between, then fourth user data of the second default storage address storage described in the sharing application routine call.
According to the third aspect of an embodiment of the present disclosure, a kind of data processing equipment is provided, comprising:
Processor;
Memory for storage processor executable instruction;
Wherein, the processor is configured to executing: method described in above-mentioned first aspect.
According to a fourth aspect of embodiments of the present disclosure, a kind of computer readable storage medium is provided, calculating is stored thereon with Machine program, the computer program realize method described in above-mentioned first aspect when being executed by processor.
The technical scheme provided by this disclosed embodiment can include the following benefits: by acquiring at least two users The respective user behavior data of at least one application program in space is obtained by analyzing the user behavior data The obtained respective user behavior characteristics of at least one application program;By comparing the respective use of at least one described application program Family behavioural characteristic obtains at least one set of applications, wherein the application program in each set of applications is to realize identical function Can application program (application identities are identical), from different user's spaces but corresponding user behavior characteristics it is identical;It closes And belong to the repeated data between at least two application programs of same application group at least one described set of applications, The repeated data includes at least application data.In this way, can save terminal device starts the memory after function of attending to anything else, into And terminal device can be improved and start the response speed after function of attending to anything else.
It should be understood that above general description and following detailed description be only it is exemplary and explanatory, not The disclosure can be limited.
Detailed description of the invention
The drawings herein are incorporated into the specification and forms part of this specification, and shows and meets implementation of the invention Example, and be used to explain the principle of the present invention together with specification.
Fig. 1 is the flow chart of data processing method shown according to an exemplary embodiment.
Fig. 2 is the flow chart of the data processing method shown according to another exemplary embodiment.
Fig. 3 is the flow chart of the data processing method shown according to another exemplary embodiment.
Fig. 4 is the flow chart of the data processing method shown according to another exemplary embodiment.
Fig. 5 is the flow chart of the data processing method shown according to another exemplary embodiment.
Fig. 6 is the block diagram of data processing equipment shown according to an exemplary embodiment.
Fig. 7 is the block diagram of the data processing equipment shown according to another exemplary embodiment.
Fig. 8 is the block diagram of the data processing equipment shown according to another exemplary embodiment.
Fig. 9 is the block diagram of the data processing equipment shown according to another exemplary embodiment.
Figure 10 is the block diagram of the data processing equipment shown according to another exemplary embodiment.
Figure 11 is a kind of block diagram of data processing equipment shown according to an exemplary embodiment.
Specific embodiment
Example embodiments are described in detail here, and the example is illustrated in the accompanying drawings.Following description is related to When attached drawing, unless otherwise indicated, the same numbers in different drawings indicate the same or similar elements.Following exemplary embodiment Described in embodiment do not represent all embodiments consistented with the present invention.On the contrary, they be only with it is such as appended The example of device and method being described in detail in claims, some aspects of the invention are consistent.
Fig. 1 is the flow chart of data processing method shown according to an exemplary embodiment, which can be with It is applied to realize the terminal device (such as smart phone, tablet computer etc.) for function of attending to anything else, as shown in Figure 1, at the data Reason method includes the following steps S101~S104:
In step s101, the respective user behavior number of at least one application program at least two user's spaces is acquired According to.
In one embodiment, terminal device (such as smart phone) has function of attending to anything else.Terminal device is attended to anything else in starting Have at least two user's spaces after function, wherein at least two user's spaces can be two mutually isolated user's spaces. In all user's spaces, the user's space entered for the first time after terminal device booting can be referred to as " initial space ", and starting is attended to anything else The user's space being arranged after function can be referred to as " space of attending to anything else ".Attend to anything else if space if there is at least two, it can be according to Setting time order and function is named space of attending to anything else.For example, when there are two attend to anything else space when, be arranged time preceding sky of attending to anything else Between can be named as in " space 1 of attending to anything else ", setting time posterior space of attending to anything else can be named as " space 2 of attending to anything else ".
In one exemplary embodiment, user is to realize that work is isolated with life, can have function of attending to anything else Start function of attending to anything else on mobile phone, initial space is used for work, sky of attending to anything else as space of attending to anything else by the new user's space of setting one Between for living.For example, can install application program A, application program B and application program C in initial space, attending to anything else, space can To install application program A and application program B.
In one embodiment, to distinguish user's space, each user's space has space identification.Continue above-mentioned example Property embodiment, the space identification of initial space can be P1, and the space identification in space of attending to anything else can be P2.
In one embodiment, to distinguish application program, the application program of different function has different application identities, phase The application identities of the application program of congenerous are identical.Continue exemplary embodiments mentioned above, the application program A's in initial space Application identities and the application identities of the application program A in space of attending to anything else can be APP01, similarly, the application of application program B Mark can be APP02, and the application identities of application program C can be APP03.
In one embodiment, it is respective can to acquire all application programs installed in all user's spaces for terminal device User behavior data.Wherein, user behavior data is the behavioral data that user uses application program, is carried in user behavior data The space identification in the application identities of corresponding application program and corresponding application program owning user space.It is exemplary at one In embodiment, user behavior data may include using duration, frequency of use, handle in the attribute (work or life) of affairs Any one or any combination.Continue exemplary embodiments mentioned above, user behavior data can be the default of application program Use duration in period, for example, a length of use duration weekly when using.Terminal device can acquire initial space in one week Application program A, the application program B of installation and application program C and application program A, the application program B of space installation of attending to anything else are respectively Use duration, as on terminal device in two user's spaces application program user behavior data.
In another embodiment, at least one application program described in step S101 is mounted at least plurality of users In space.It is, only acquisition is repeated the use for the application program for being mounted on different user space when acquisition user behavior data Family behavioral data.This way it is possible to avoid acquisition invalid data, reduces data collection capacity, data analysis burden is reduced.Continue above-mentioned Exemplary embodiment, terminal device when acquiring user behavior data, only acquire initial space in application program A, using journey The user behavior data of application program A, application program B, do not acquire initial space application program C's in sequence B and space of attending to anything else User behavior data.
In step s 102, the respective user behavior characteristics of at least one described application program are obtained;The user behavior Feature to the user behavior data by being analyzed to obtain;Corresponding application program is carried in the user behavior characteristics The space identification in application identities and corresponding application program owning user space.
In one embodiment, terminal device can send out the respective user behavior data of at least one above-mentioned application program Server is given, so that the server is according to preset Analysis model of network behaviors to the respective use of at least one application program Family behavioral data is analyzed, and obtains the above-mentioned respective user behavior characteristics of at least one application program, server is on obtaining The respective user behavior of at least one application program by described in is special after stating the respective user behavior characteristics of at least one application program It levys and gives terminal device.In the above-described embodiments, server can pre-establish Analysis model of network behaviors, and server is receiving After the respective user behavior data of at least one application program that terminal device is sent, using Analysis model of network behaviors to received use Family behavioral data is analyzed, and the respective user behavior characteristics of at least one described application program are obtained.Certainly, in practical application In, terminal device can also analyze the user behavior data of acquisition, obtain above-mentioned user behavior characteristics.
Continue exemplary embodiments mentioned above, terminal device by the application program A of one week initial space of acquisition installation, answer Clothes are sent to using duration with application program A, the application program B of program B and application program C and space installation of attending to anything else are respective Be engaged in device, server analyzes received data, application program A, the application program B of available initial space installation with answer It, specifically can be such as table 1 with program C and the application program A for space installation of attending to anything else, the respective user behavior characteristics of application program B It is shown.
Table 1
Application program Space identification Application identities User behavior characteristics
Application program A P1 APP01 Liveness height (P1, APP01)
Application program B P1 APP02 Liveness is medium (P1, APP02)
Application program C P1 APP03 Liveness is low (P1, APP03)
Application program A P2 APP01 Liveness height (P2, APP01)
Application program B P2 APP02 Liveness is low (P2, APP02)
In step s 103, the respective user behavior characteristics of at least one described application program are compared, at least one is obtained Set of applications;At least one described set of applications respectively includes at least two application programs;Described at least two apply journey The corresponding user behavior characteristics of sequence are identical, application identities are identical, space identification is different.
In one embodiment, terminal device is obtaining the above-mentioned respective user behavior characteristics of at least one application program Afterwards, space identification can be compared different, the corresponding user behavior characteristics of the identical application program of application identities, from comparison As a result the identical application program of user behavior characteristics is selected in, as a set of applications.Continue above-mentioned exemplary reality Example, the application program A of comparison initial space installation and the respective user behavior characteristics of application program A for space installation of attending to anything else are applied, Since the respective user behavior characteristics of the two are identical, therefore a set of applications is obtained, which includes initial The application program A of the application program A of space installation and space installation of attending to anything else.Similarly, the application journey of comparison initial space installation The respective user behavior characteristics of application program B of sequence B and space installation of attending to anything else, due to the respective user behavior characteristics of the two not phase Together, fail to obtain another set of applications.
In step S104, merges at least one described set of applications and belong at least two of same application group Repeated data between application program;The repeated data includes application data.
In one embodiment, for each set of applications, by least two application programs in set of applications Between repeated data merge.In one exemplary embodiment, repeated data can be application data.Merging is answered It is that at least two in set of applications are applied into journey with the application data of at least two application programs in program groups Sequence merges.In one exemplary embodiment, at least one repeated application journey in same application group can be unloaded Sequence, and the user data for the repeated application program being unloaded is saved, so that the application program not unloaded uses.In other words, It is that an application program in set of applications is made to survive, remaining application program is unloaded, and saves the weight being unloaded The user data of multiple application program, so that the survival application program not unloaded uses.In this way, terminal device starting point can be saved Memory after body function, and then terminal device can be improved and start the response speed after function of attending to anything else.
Continue exemplary embodiments mentioned above, the user data of the application program A for space installation of attending to anything else can be retained, but unloads The application program A for space installation of attending to anything else is carried, initial space can share the application program A of initial space installation with space of attending to anything else. The user data of application program A of space installation of attending to anything else can be migrated to initial space, the application program A with initial space installation User data merge.Attend to anything else space installation application program A user data also can store it is default in space of attending to anything else Storage address, so that the application program A of initial space installation is called.
In exemplary embodiments mentioned above, exemplary illustration has been carried out so that user behavior data is using duration as an example. Certainly, above-mentioned data processing method can also be implemented with other user behavior datas in practical applications.For example, can be with The attribute of affairs is handled as user behavior data.As the application program A in the initial space that terminal device obtains and sky of attending to anything else Between in the user behavior characteristics of application program A when being " work transaction and life affairs cross processing ", can will be initial empty Between in the application program A and application program A in space of the attending to anything else user data that merges, and both merge.In this way, both may be used To save the memory after terminal device starts function of attending to anything else, terminal device can be improved and start the response speed after function of attending to anything else, The burden that user switches user's space can be mitigated again.
In the present embodiment, pass through the respective user behavior of at least one application program at least two user's spaces of acquisition Data obtain special by the respective user behavior of at least one application program analyzed the user behavior data Sign;By the respective user behavior characteristics of at least one described application program of comparison, at least one set of applications is obtained, In, the application program in each set of applications is to realize the application program (application identities are identical) of identical function, from difference User's space but corresponding user behavior characteristics it is identical;Merge at least one described set of applications and belongs to same answer With the repeated data between at least two application programs of program groups, the repeated data includes at least application data.This Sample can save terminal device starting and attend to anything else the memory after function, and then terminal device starting can be improved and attend to anything else after function Response speed.
Fig. 2 is the flow chart of data processing method shown according to an exemplary embodiment.Embodiment shown in Fig. 1 On the basis of, above-mentioned step S102 includes the following steps S201~S202:
In step s 201, the respective user behavior data of at least one application program is sent to server, with Make the server according to preset Analysis model of network behaviors to the respective user behavior data of at least one application program into Row analysis obtains the respective user behavior characteristics of at least one described application program.
In step S202, it is special to receive the respective user behavior of at least one described application program that the server is sent Sign.
In the present embodiment, terminal device can send the respective user behavior data of at least one above-mentioned application program To server, so that the server is according to preset Analysis model of network behaviors to the respective user of at least one application program Behavioral data is analyzed, and obtains the above-mentioned respective user behavior characteristics of at least one application program, server obtain it is above-mentioned It will the respective user behavior characteristics of at least one described application program after the respective user behavior characteristics of at least one application program It is sent to terminal device, terminal device receives the respective user behavior of at least one application program that the server is sent Feature.In the above-described embodiment, server can pre-establish Analysis model of network behaviors, and server is receiving terminal device hair After the respective user behavior data of at least one application program sent, using Analysis model of network behaviors to received user behavior data It is analyzed, obtains the respective user behavior characteristics of at least one described application program.Since server has powerful calculating Ability can rapidly and accurately carry out behavioural analysis, obtain above-mentioned especially when the data volume of terminal device acquisition is larger The respective user behavior characteristics of at least one application program, reduce the burden of terminal device.Certainly, in practical applications, if The data volume of terminal device acquisition is smaller, and terminal device can also analyze the user behavior data of acquisition, obtain above-mentioned User behavior characteristics.
In the present embodiment, the respective user behavior of at least one application program terminal device acquired by server Data carry out behavioural analysis, can be quickly and accurately obtained the respective user behavior characteristics of at least one application program, and can be with Reduce the computation burden of terminal device.
Fig. 3 is the flow chart of the data processing method shown according to another exemplary embodiment.Embodiment shown in Fig. 1 On the basis of, above-mentioned step S103 includes the following steps S301~S303:
In step S301, according to application identities, space identification to the respective user's row of at least one described application program It is characterized and compares, obtain at least one candidate user behavioural characteristic group;At least one described candidate user behavioural characteristic group It respectively include at least two candidate user behavioural characteristics;The corresponding application mark of at least two candidate users behavioural characteristic Sensible same, space identification difference.
In the present embodiment, according to application identities, space identification to the respective user's row of at least one described application program It is characterized and compares, it is special that user behavior characteristics application identities are identical, that space identification is different assign to the same user behavior Sign group, as candidate user behavioural characteristic group.At least one above-mentioned candidate user behavioural characteristic group available in this way, each Candidate user behavioural characteristic group respectively includes at least two candidate user behavioural characteristics.Continue exemplary embodiments mentioned above, it is right Than the user behavior characteristics in table 1, available 2 candidate users behavioural characteristic group, a candidate user behavioural characteristic group packet It includes liveness high (P1, APP01) and liveness is high (P2, APP01), another candidate user behavioural characteristic group includes in liveness Deng (P1, APP02) (P2, APP02) low with liveness.
In step s 302, special to same candidate user behavior is belonged at least one described candidate user behavioural characteristic group At least two candidate user behavioural characteristics of sign group compare, and obtain at least one target user's behavioural characteristic group;It is described extremely Few target user's behavioural characteristic group respectively includes at least two target user's behavioural characteristics;At least two target user Behavioural characteristic is identical.
In the present embodiment, it can be directed to each candidate user behavioural characteristic group, it is special to same candidate user behavior is belonged to At least two candidate user behavioural characteristics of sign group compare, by the identical candidate user behavioural characteristic group of user behavior characteristics It is determined as target user's behavioural characteristic group.Continue exemplary embodiments mentioned above, to liveness high (P1, APP01) and liveness High (P2, APP01) is compared, since the user behavior characteristics of the two are identical, therefore by liveness high (P1, APP01) and actively It spends candidate user behavioural characteristic group belonging to high (P2, APP01) and is determined as target user's behavioural characteristic group.Similarly, to active It spends medium (P1, APP02) (P2, APP02) low with liveness to compare, since the user behavior characteristics of the two are different, therefore not Candidate user behavioural characteristic group belonging to the two can be not determined as target user's behavioural characteristic group.
In step S303, it is special that same target user's behavior will be belonged at least one described target user's behavioural characteristic group For the corresponding application assigned of at least two target user's behavioural characteristics of sign group to the same set of applications, acquisition is described extremely A few set of applications.
In the present embodiment, it for each target user's behavioural characteristic group, can be answered according to what user behavior characteristics carried The corresponding application program of target user's behavioural characteristic in same target user's behavioural characteristic group is divided with mark, space identification It is assigned to the same set of applications.Continue exemplary embodiments mentioned above, in above-mentioned target user's behavioural characteristic group Target user's behavioural characteristic: liveness height (P1, APP01) and liveness are high (P2, APP01), and liveness is high (P1, APP01) The application journey of the corresponding space installation of attending to anything else of application program A and liveness high (P2, APP01) of corresponding initial space installation Sequence A is distributed to the same set of applications.
In the present embodiment, can according to application identities, space identification to the respective user behavior characteristics of application program into Row comparison obtains candidate user behavioural characteristic group, then special to the candidate user behavior for belonging to same candidate user behavioural characteristic group Sign compares, and target user's behavioural characteristic group is obtained, then by target user's row in same target user's behavioural characteristic group Corresponding application assigned is characterized to the same set of applications, logic is simple, realizes convenient for terminal device, calculation amount It is small, it can reduce memory pressure.
Fig. 4 is the flow chart of the data processing method shown according to another exemplary embodiment.Embodiment shown in Fig. 1 On the basis of, above-mentioned step S104 includes the following steps S401~S404:
In step S401, merges rule according to preset data and determine that belonging at least two of same application group answers With the application program to be unloaded in program;It includes the application program owning user to be unloaded space that the data, which merge rule, Space identification.
In the present embodiment, rule can be merged according to preset data and determines application program owning user to be unloaded space Space identification, then according to determining space identification determine corresponding application program be application program to be unloaded.Show at one In example property embodiment, it is the space identification in space of attending to anything else that preset data, which merge the space identification for including in rule,.If attended to anything else Space be it is multiple, then it is also multiple that preset data, which merge the space identification for including in rule,.Space in same application group The application program for being identified as initial space does not unload.Continue exemplary embodiments mentioned above, preset data merge wraps in rule The space identification included is P2, then merges rule for the application program A of initial space installation and space of attending to anything else according to preset data The application program A of space installation of attending to anything else in set of applications belonging to the application program A of installation is determined as to be unloaded using journey The application program A that initial space is installed is determined as sharing application program by sequence.
In step S402, by the first migration of subscriber data of the application program to be unloaded to sharing application program;Institute Stating sharing application program is to belong to an application program of same application group with the application program to be unloaded;The repetition Data are the application data of the application program to be unloaded and the sharing application program.
In the present embodiment, repeated data is the application data of application program to be unloaded and shared application program.To The first user data for unloading application program is different from the second user data of shared application program.Continue above-mentioned exemplary reality Apply example, the user data of the user data of the application program A of initial space installation and the application program A for space installation of attending to anything else are not Together.For example, the contact person of the contact information of the application program A of initial space installation and the application program A for space installation of attending to anything else Information is different.
In the present embodiment, for each set of applications, by the application program to be unloaded in same application group First migration of subscriber data is to sharing application program.Wherein, the sharing application program is and the application program category to be unloaded In an application program of same application group.The quantity that preset data merge the space identification for including in rule compares terminal The quantity of all user's spaces few 1 in equipment a, that is to say, that application program of surviving in same application group is as altogether Enjoy application program.Continue exemplary embodiments mentioned above, it is P2 that preset data, which merge the space identification for including in rule, then root Merge rule for the application program A of initial space installation according to preset data and attends to anything else belonging to the application program A of space installation The application program A of space installation of attending to anything else in set of applications is determined as application program to be unloaded, by answering for initial space installation It is determined as sharing application program with program A, and by the migration of subscriber data of the application program A for space installation of attending to anything else to initial space The application program A of installation.
In step S403, the sharing application program closes received first user data with second user data And obtain shared user data;Wherein, the second user data are that the sharing application program is receiving the first user data The user data of preceding preservation;At least two user's space shares the sharing application program and the shared number of users According to.
In the present embodiment, the sharing application program is by received first user data and previously stored second user Data merge, and obtain shared user data.User's space on terminal device can share above-mentioned sharing application program with And shared user data.Continue exemplary embodiments mentioned above, the application program A of initial space installation will be installed from space of attending to anything else The user data that comes of application program A migration merged with previously stored user data, obtain shared user data A, end The application program A that initial space in end equipment can share initial space installation with space of attending to anything else enjoys user data A together.
In step s 404, the application program to be unloaded is unloaded.
In the present embodiment, after the first user data of completion merges with second user data, obtains shared user data, Application program to be unloaded can be unloaded.Continue exemplary embodiments mentioned above, it, can after obtaining shared user data A To unload the application program A for space installation of attending to anything else.
In the present embodiment, not only the application data of application program is merged to obtain sharing application program, also The user data of application program is merged to obtain shared user data, in this way, can mitigate user starts terminal device Divide after saving function and switches the burden of user's space.
Fig. 5 is the flow chart of the data processing method shown according to another exemplary embodiment.Embodiment shown in Fig. 1 On the basis of, above-mentioned step S104 includes the following steps S501~S503:
In step S501, merges rule according to preset data and determine that belonging at least two of same application group answers With the application program to be unloaded in program;It includes the application program owning user to be unloaded space that the data, which merge rule, Space identification.
Step S501 in the present embodiment is similar to the step S401 in embodiment illustrated in fig. 4, and details are not described herein.
In step S502, the third user data of the application program to be unloaded is stored in the first default storage ground The fourth user data of sharing application program are stored in the second default storage address by location;Wherein, the described first default storage ground Location is located at user's space belonging to the application program to be unloaded, and the second default storage address is located at the sharing application journey User's space belonging to sequence, the sharing application program are to belong to the one of same application group with the application program to be unloaded A application program, the repeated data are the application data of the application program to be unloaded and the sharing application program, At least two user's space shares the sharing application program.
In the present embodiment, the third user data of application program to be unloaded is stored in and answers positioned to be unloaded by terminal device The fourth user data of sharing application program are stored in and are located at by the default storage address of first of the user's space belonging to program The default storage address of second of user's space belonging to sharing application program.It is, by third user data and fourth user Data are mutually isolated.Continue exemplary embodiments mentioned above, the fourth user data storage of the application program A of initial space installation The third user data of the first default storage address in initial space, the application program A for space installation of attending to anything else is stored in point The second default storage address in body space.
In the present embodiment, the user's space of terminal device can share above-mentioned sharing application program, at that time, shared to answer The user data called with program in different user's space is different, thus realize the user data in different user space mutually every From.Continue exemplary embodiments mentioned above, sharing application program can be deposited in initial space from second in initial space is default It stores up address and reads fourth user data, sharing application program can be from the default storage ground of first in space of attending to anything else in space of attending to anything else Read third user data in location.
In step S503, the application program to be unloaded is unloaded;Wherein, the application program to be unloaded is being unloaded Afterwards, if user is to the operation behavior of the application of the sharing application program user belonging to the application program to be unloaded Space, then the third user data that the first default storage address stores described in the sharing application routine call, if with Family is to the operation behavior of the application of the sharing application program user's space belonging to the sharing application program, then described The fourth user data of second default storage address storage described in sharing application routine call.
It in the present embodiment, can will be to be unloaded after completing third user data and fourth user data and storing respectively Application program is unloaded.Continue exemplary embodiments mentioned above, in the fourth user for the application program A for installing initial space The third number of users of the application program A of the first default storage address and space installation of attending to anything else that data are stored in initial space After the be stored in space of attending to anything else second default storage address, the application program A for space installation of attending to anything else can be unloaded.
In the present embodiment, in application program to be unloaded after being unloaded, if user is in above-mentioned application program to be unloaded Affiliated user's space is to the application operation behavior of the sharing application program, then first described in the sharing application routine call The third user data of default storage address storage, if user's user's space pair belonging to the sharing application program The sharing application program applies operation behavior, then the second default storage address storage described in the sharing application routine call The fourth user data.In this way, the same application program can load different user data in different user's spaces, both Terminal device can be mitigated and start the memory burden after function of attending to anything else, terminal device is improved and start the response speed after function of attending to anything else Degree, and data isolation may be implemented.
In the present embodiment, only to the respective application data of the application program of the identical function in different user space into Row, which merges, obtains sharing application program, and user data of the sharing application program in different user space stores respectively, sharing application Program can call different user data in different user space.In this way, the same application program is in different user's spaces Different user data can be loaded, can both mitigate terminal device and start the memory burden after function of attending to anything else, improve terminal and set The standby response speed started after function of attending to anything else, and data isolation may be implemented.
The embodiment of the present disclosure also provides a kind of data processing equipment, as shown in fig. 6, described device includes:
Acquisition module 61, the respective user of at least one application program being configured as at least two user's spaces of acquisition Behavioral data;
Module 62 is obtained, is configured as obtaining the respective user behavior characteristics of at least one described application program;The use Family behavioural characteristic to the user behavior data by being analyzed to obtain;Corresponding application is carried in the user behavior characteristics The space identification in the application identities of program and corresponding application program owning user space;
Contrast module 63 is configured as comparing the respective user behavior characteristics of at least one described application program, obtain extremely A few set of applications;At least one described set of applications respectively includes at least two application programs;Described at least two The corresponding user behavior characteristics of application program are identical, application identities are identical, space identification is different;
Merging module 64 is configured as belonging to same application group extremely at least one described set of applications of merging Repeated data between few two application programs;The repeated data includes application data.
The embodiment of the present disclosure also provides a kind of data processing equipment, as shown in fig. 7, the acquisition module 62, comprising:
Sending submodule 621 is configured as the respective user behavior data of at least one application program being sent to Server, so that the server is according to preset Analysis model of network behaviors to the respective user's row of at least one described application program It is analyzed for data, obtains the respective user behavior characteristics of at least one described application program;
Receiving submodule 622, at least one the described application program for being configured as receiving the server transmission are respective User behavior characteristics.
The embodiment of the present disclosure also provides a kind of data processing equipment, as shown in figure 8, the contrast module 63, comprising:
First comparison submodule 631, is configured as according to application identities, space identification at least one described application program Respective user behavior characteristics compare, and obtain at least one candidate user behavioural characteristic group;At least one described candidate uses Family behavioural characteristic group respectively includes at least two candidate user behavioural characteristics;At least two candidate users behavioural characteristic is respectively Corresponding application identities are identical, space identification is different;
Second comparison submodule 632, is configured as same to belonging at least one described candidate user behavioural characteristic group At least two candidate user behavioural characteristics of candidate user behavioural characteristic group compare, and obtain at least one target user's behavior Feature group;At least one described target user's behavioural characteristic group respectively includes at least two target user's behavioural characteristics;It is described extremely Few two target user's behavioural characteristics are identical;
Distribution sub module 633 is configured as that same target will be belonged at least one described target user's behavioural characteristic group The corresponding application assigned of at least two target user's behavioural characteristics of user behavior characteristics group to the same set of applications, Obtain at least one described set of applications.
In one embodiment, the merging module 64 is also configured at least one in unloading same application group A repeated application program, and the user data for the repeated application program being unloaded is saved, so that the application program not unloaded uses.
The embodiment of the present disclosure also provides a kind of data processing equipment, as shown in figure 9, the merging module 64, comprising:
First determines submodule 641, is configured as belonging to same application according to the merging rule determination of preset data Application program to be unloaded at least two application programs of group;It includes the application program to be unloaded that the data, which merge rule, The space identification in owning user space;
Submodule 642 is migrated, is configured as answering the first migration of subscriber data of the application program to be unloaded to shared Use program;The sharing application program is to belong to one of same application group with the application program to be unloaded using journey Sequence;The repeated data is the application data of the application program to be unloaded and the sharing application program;
Merge submodule 643, is configured as received first user data and second through the sharing application program User data merges, and obtains shared user data;Wherein, the second user data are that the sharing application program is connecing Receive the user data saved before the first user data;At least two user's space shares the sharing application program and institute State shared user data;
First unloading submodule 644, is configured as unloading the application program to be unloaded.
The embodiment of the present disclosure also provides a kind of data processing equipment, as shown in Figure 10, the merging module 64, comprising:
Second determines submodule 645, is configured as belonging to same application according to the merging rule determination of preset data Application program to be unloaded at least two application programs of group;It includes the application program to be unloaded that the data, which merge rule, The space identification in owning user space;
Sub-module stored 646 is configured as the third user data of the application program to be unloaded being stored in first in advance If storage address, the fourth user data of sharing application program are stored in the second default storage address;Wherein, described first is pre- If storage address is located at user's space belonging to the application program to be unloaded, the second default storage address is located at described total User's space belonging to application program is enjoyed, the sharing application program is to belong to same application journey with the application program to be unloaded One application program of sequence group, the repeated data are the application journey of the application program to be unloaded and the sharing application program Ordinal number evidence, at least two user's space share the sharing application program;
Second unloading submodule 647, is configured as unloading the application program to be unloaded;Wherein, the application to be unloaded Program is after being unloaded, if user is to the operation behavior of the application of the sharing application program from described to be unloaded using journey User's space belonging to sequence, then the third user that the first default storage address stores described in the sharing application routine call Data, if user is to the operation behavior of the application of the sharing application program user belonging to the sharing application program Space, then the fourth user data that the second default storage address stores described in the sharing application routine call.
About the device in above-described embodiment, wherein processor executes the concrete mode of operation in related this method It is described in detail in embodiment, no detailed explanation will be given here.
Figure 11 is a kind of block diagram of data processing equipment shown according to an exemplary embodiment.For example, device 1100 can To be mobile phone, computer, digital broadcasting terminal, messaging device, game console, tablet device, Medical Devices are good for Body equipment, personal digital assistant etc..
Referring to Fig.1 1, device 1100 may include following one or more components: processing component 1102, memory 1104, Power supply module 1106, multimedia component 1108, audio component 1110, the interface 1112 of input/output (I/O), sensor module 1114 and communication component 1116.
The integrated operation of the usual control device 1100 of processing component 1102, such as with display, telephone call, data communication, Camera operation and record operate associated operation.Processing element 1102 may include one or more processors 1120 to execute Instruction, to perform all or part of the steps of the methods described above.In addition, processing component 1102 may include one or more moulds Block, convenient for the interaction between processing component 1102 and other assemblies.For example, processing component 1102 may include multi-media module, To facilitate the interaction between multimedia component 1108 and processing component 1102.
Memory 1104 is configured as storing various types of data to support the operation in equipment 1100.These data Example includes the instruction of any application or method for operating on device 1100, contact data, telephone book data, Message, picture, video etc..Memory 1104 can by any kind of volatibility or non-volatile memory device or they Combination is realized, such as static random access memory (SRAM), electrically erasable programmable read-only memory (EEPROM), it is erasable can Program read-only memory (EPROM), programmable read only memory (PROM), read-only memory (ROM), magnetic memory, flash memory Reservoir, disk or CD.
Electric power assembly 1106 provides electric power for the various assemblies of device 1100.Electric power assembly 1106 may include power management System, one or more power supplys and other with for device 1100 generate, manage, and distribute the associated component of electric power.
Multimedia component 1108 includes the screen of one output interface of offer between described device 1100 and user.? In some embodiments, screen may include liquid crystal display (LCD) and touch panel (TP).If screen includes touch panel, Screen may be implemented as touch screen, to receive input signal from the user.Touch panel includes that one or more touch passes Sensor is to sense the gesture on touch, slide, and touch panel.The touch sensor can not only sense touch or sliding is dynamic The boundary of work, but also detect duration and pressure associated with the touch or slide operation.In some embodiments, more Media component 1108 includes a front camera and/or rear camera.When equipment 1100 is in operation mode, as shot mould When formula or video mode, front camera and/or rear camera can receive external multi-medium data.Each preposition camera shooting Head and rear camera can be a fixed optical lens system or have focusing and optical zoom capabilities.
Audio component 1110 is configured as output and/or input audio signal.For example, audio component 1110 includes a wheat Gram wind (MIC), when device 1100 is in operation mode, when such as call mode, recording mode, and voice recognition mode, microphone quilt It is configured to receive external audio signal.The received audio signal can be further stored in memory 1104 or via communication Component 1116 is sent.In some embodiments, audio component 1110 further includes a loudspeaker, is used for output audio signal.
I/O interface 1112 provides interface, above-mentioned peripheral interface module between processing component 1102 and peripheral interface module It can be keyboard, click wheel, button etc..These buttons may include, but are not limited to: home button, volume button, start button and Locking press button.
Sensor module 1114 includes one or more sensors, and the state for providing various aspects for device 1100 is commented Estimate.For example, sensor module 1114 can detecte the state that opens/closes of equipment 1100, the relative positioning of component, such as institute The display and keypad that component is device 1100 are stated, sensor module 1114 can be with detection device 1100 or device 1,100 1 The position change of a component, the existence or non-existence that user contacts with device 1100,1100 orientation of device or acceleration/deceleration and dress Set 1100 temperature change.Sensor module 1114 may include proximity sensor, be configured in not any physics It is detected the presence of nearby objects when contact.Sensor module 1114 can also include optical sensor, as CMOS or ccd image are sensed Device, for being used in imaging applications.In some embodiments, which can also include acceleration sensing Device, gyro sensor, Magnetic Sensor, pressure sensor or temperature sensor.
Communication component 1116 is configured to facilitate the communication of wired or wireless way between device 1100 and other equipment.Dress The wireless network based on communication standard, such as WiFi can be accessed by setting 1100,2G or 3G or their combination.It is exemplary at one In embodiment, communication component 1116 receives broadcast singal or broadcast correlation from external broadcasting management system via broadcast channel Information.In one exemplary embodiment, the communication component 1116 further includes near-field communication (NFC) module, to promote short distance Communication.For example, radio frequency identification (RFID) technology, Infrared Data Association (IrDA) technology, ultra wide band can be based in NFC module (UWB) technology, bluetooth (BT) technology and other technologies are realized.
In the exemplary embodiment, device 1100 can be by one or more application specific integrated circuit (ASIC), number Signal processor (DSP), digital signal processing appts (DSPD), programmable logic device (PLD), field programmable gate array (FPGA), controller, microcontroller, microprocessor or other electronic components are realized, for executing the above method.
In the exemplary embodiment, a kind of non-transitorycomputer readable storage medium including instruction, example are additionally provided It such as include the memory 1104 of instruction, above-metioned instruction can be executed by the processor 1120 of device 1100 to complete the above method.Example Such as, the non-transitorycomputer readable storage medium can be ROM, random access memory (RAM), CD-ROM, tape, soft Disk and optical data storage devices etc..
Those skilled in the art will readily occur to its of the disclosure after considering specification and practicing disclosure disclosed herein Its embodiment.This application is intended to cover any variations, uses, or adaptations of the disclosure, these modifications, purposes or Person's adaptive change follows the general principles of this disclosure and including the undocumented common knowledge in the art of the disclosure Or conventional techniques.The description and examples are only to be considered as illustrative, and the true scope and spirit of the disclosure are by following Claim is pointed out.
It should be understood that the present disclosure is not limited to the precise structures that have been described above and shown in the drawings, and And various modifications and changes may be made without departing from the scope thereof.The scope of the present disclosure is only limited by the accompanying claims.
Those skilled in the art will readily occur to its of the disclosure after considering specification and practicing disclosure disclosed herein Its embodiment.This application is intended to cover any variations, uses, or adaptations of the disclosure, these modifications, purposes or Person's adaptive change follows the general principles of this disclosure and including the undocumented common knowledge in the art of the disclosure Or conventional techniques.The description and examples are only to be considered as illustrative, and the true scope and spirit of the disclosure are by following Claim is pointed out.
It should be understood that the present disclosure is not limited to the precise structures that have been described above and shown in the drawings, and And various modifications and changes may be made without departing from the scope thereof.The scope of the present disclosure is only limited by the accompanying claims.

Claims (14)

1. a kind of data processing method, which is characterized in that the described method includes:
Acquire the respective user behavior data of at least one application program at least two user's spaces;
Obtain the respective user behavior characteristics of at least one described application program;The user behavior characteristics pass through to the user Behavioral data is analyzed to obtain;The application identities of corresponding application program and corresponding are carried in the user behavior characteristics The space identification in application program owning user space;
The respective user behavior characteristics of at least one described application program are compared, at least one set of applications is obtained;It is described extremely A few set of applications respectively includes at least two application programs;The corresponding user's row of at least two application programs It is characterized that identical, application identities are identical, space identification is different;
Merge the weight between at least two application programs for belonging to same application group at least one described set of applications Complex data;The repeated data includes application data.
2. the method according to claim 1, wherein the respective use of at least one application program described in the acquisition Family behavioural characteristic, comprising:
The respective user behavior data of at least one application program is sent to server, so that the server is according to pre- If Analysis model of network behaviors the respective user behavior data of at least one application program is analyzed, obtain it is described at least One respective user behavior characteristics of application program;
Receive the respective user behavior characteristics of at least one application program that the server is sent.
3. the method according to claim 1, wherein the respective use of at least one application program described in the comparison Family behavioural characteristic obtains at least one set of applications, comprising:
The respective user behavior characteristics of at least one application program are compared according to application identities, space identification, are obtained Obtain at least one candidate user behavioural characteristic group;At least one described candidate user behavioural characteristic group respectively includes at least two times Select user behavior characteristics;The corresponding application identities of at least two candidate users behavioural characteristic are identical, space identification not Together;
To at least two times for belonging to same candidate user behavioural characteristic group at least one described candidate user behavioural characteristic group It selects user behavior characteristics to compare, obtains at least one target user's behavioural characteristic group;At least one described target user's row Being characterized group respectively includes at least two target user's behavioural characteristics;At least two target users behavioural characteristic is identical;
At least two mesh of same target user's behavioural characteristic group will be belonged at least one described target user's behavioural characteristic group The corresponding application assigned of user behavior characteristics is marked to the same set of applications, obtains at least one described application program Group.
4. the method according to claim 1, wherein belonging at least one set of applications described in the merging Repeated data between at least two application programs of same application group, comprising:
At least one repeated application program in same application group is unloaded, and saves the use for the repeated application program being unloaded User data, so that the application program not unloaded uses.
5. according to the method described in claim 4, it is characterized in that, at least one of described unloading same application group weight Multiple application program, and the user data for the repeated application program being unloaded is saved, so that the application program not unloaded uses, packet It includes:
Merged according to preset data to be unloaded in determining at least two application programs for belonging to same application group of rule Application program;The data merge the space identification that rule includes the application program owning user to be unloaded space;
By the first migration of subscriber data of the application program to be unloaded to sharing application program;The sharing application program be with The application program to be unloaded belongs to an application program of same application group;The repeated data is described to be unloaded answers With the application data of program and the sharing application program;
The sharing application program merges received first user data with second user data, obtains shared number of users According to;Wherein, the second user data are the user data that the sharing application program saves before receiving the first user data; At least two user's space shares the sharing application program and the shared user data;
Unload the application program to be unloaded.
6. according to the method described in claim 4, it is characterized in that, at least one of described unloading same application group weight Multiple application program, and the user data for the repeated application program being unloaded is saved, so that the application program not unloaded uses, packet It includes:
Merged according to preset data to be unloaded in determining at least two application programs for belonging to same application group of rule Application program;The data merge the space identification that rule includes the application program owning user to be unloaded space;
The third user data of the application program to be unloaded is stored in the first default storage address, by sharing application program Fourth user data are stored in the second default storage address;Wherein, the described first default storage address is located at described to be unloaded answer The user's space belonging to program, the second default storage address are located at user's space belonging to the sharing application program, The sharing application program is to belong to an application program of same application group with the application program to be unloaded, described heavy Complex data is the application data of the application program to be unloaded and the sharing application program, and at least two user is empty Between share the sharing application program;
Unload the application program to be unloaded;Wherein, the application program to be unloaded is after being unloaded, if user is to described total The operation behavior of the application of the application program user's space belonging to the application program to be unloaded is enjoyed, then the sharing application The third user data of first default storage address storage described in routine call, if user is to the sharing application program Application operation behavior user's space belonging to the sharing application program, then described in the sharing application routine call The fourth user data of second default storage address storage.
7. a kind of data processing equipment, which is characterized in that described device includes:
Acquisition module, the respective user behavior number of at least one application program being configured as at least two user's spaces of acquisition According to;
Module is obtained, is configured as obtaining the respective user behavior characteristics of at least one described application program;The user behavior Feature to the user behavior data by being analyzed to obtain;Corresponding application program is carried in the user behavior characteristics The space identification in application identities and corresponding application program owning user space;
Contrast module is configured as comparing the respective user behavior characteristics of at least one described application program, obtains at least one Set of applications;At least one described set of applications respectively includes at least two application programs;Described at least two apply journey The corresponding user behavior characteristics of sequence are identical, application identities are identical, space identification is different;
Merging module is configured as belonging at least two of same application group at least one described set of applications of merging Repeated data between application program;The repeated data includes application data.
8. device according to claim 7, which is characterized in that the acquisition module, comprising:
Sending submodule is configured as the respective user behavior data of at least one application program being sent to server, So that the server is according to preset Analysis model of network behaviors to the respective user behavior data of at least one application program It is analyzed, obtains the respective user behavior characteristics of at least one described application program;
Receiving submodule is configured as receiving the respective user behavior of at least one application program that the server is sent Feature.
9. device according to claim 7, which is characterized in that the contrast module, comprising:
First comparison submodule, is configured as respective at least one described application program according to application identities, space identification User behavior characteristics compare, and obtain at least one candidate user behavioural characteristic group;At least one described candidate user behavior Feature group respectively includes at least two candidate user behavioural characteristics;At least two candidate users behavioural characteristic is corresponding Application identities are identical, space identification is different;
Second comparison submodule, is configured as belonging to same candidate user at least one described candidate user behavioural characteristic group At least two candidate user behavioural characteristics of behavioural characteristic group compare, and obtain at least one target user's behavioural characteristic group; At least one described target user's behavioural characteristic group respectively includes at least two target user's behavioural characteristics;At least two mesh It is identical to mark user behavior characteristics;
Distribution sub module is configured as that same target user's behavior will be belonged at least one described target user's behavioural characteristic group The corresponding application assigned of at least two target user's behavioural characteristics of feature group is to the same set of applications, described in acquisition At least one set of applications.
10. device according to claim 7, which is characterized in that the merging module is additionally configured to unloading same application At least one repeated application program in program groups, and the user data for the repeated application program being unloaded is saved, for remaining on board The application program of load uses.
11. device according to claim 10, which is characterized in that the merging module, comprising:
First determines submodule, is configured as belonging to same application group at least according to the merging rule determination of preset data Application program to be unloaded in two application programs;It includes the application program owning user to be unloaded that the data, which merge rule, The space identification in space;
Submodule is migrated, is configured as the first migration of subscriber data of the application program to be unloaded to sharing application program; The sharing application program is to belong to an application program of same application group with the application program to be unloaded;It is described heavy Complex data is the application data of the application program to be unloaded and the sharing application program;
Merge submodule, is configured as received first user data and second user data through the sharing application program It merges, obtains shared user data;Wherein, the second user data are that the sharing application program is used in reception first The user data saved before user data;At least two user's space shares the sharing application program and the shared use User data;
First unloading submodule, is configured as unloading the application program to be unloaded.
12. device according to claim 10, which is characterized in that the merging module, comprising:
Second determines submodule, is configured as belonging to same application group at least according to the merging rule determination of preset data Application program to be unloaded in two application programs;It includes the application program owning user to be unloaded that the data, which merge rule, The space identification in space;
Sub-module stored is configured as the third user data of the application program to be unloaded being stored in the first default storage ground The fourth user data of sharing application program are stored in the second default storage address by location;Wherein, the described first default storage ground Location is located at user's space belonging to the application program to be unloaded, and the second default storage address is located at the sharing application journey User's space belonging to sequence, the sharing application program are to belong to the one of same application group with the application program to be unloaded A application program, the repeated data are the application data of the application program to be unloaded and the sharing application program, At least two user's space shares the sharing application program;
Second unloading submodule, is configured as unloading the application program to be unloaded;Wherein, the application program to be unloaded is in quilt After unloading, if user is to the operation behavior of the application of the sharing application program belonging to the application program to be unloaded User's space, then the third user data that the first default storage address stores described in the sharing application routine call, such as Fruit user is to the operation behavior of the application of the sharing application program user's space belonging to the sharing application program, then The fourth user data of second default storage address storage described in the sharing application routine call.
13. a kind of data processing equipment, which is characterized in that described device includes:
Processor;
Memory for storage processor executable instruction;
Wherein, the processor is configured to perform claim requires 1 to 6 described in any item methods.
14. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program Method as claimed in any one of claims 1 to 6 is realized when being executed by processor.
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