CN117555580B - Grouping method, device, medium and equipment of application programs - Google Patents
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Abstract
The present invention relates to the field of data processing, and in particular, to a method, an apparatus, a medium, and a device for grouping application programs, including: the method comprises the steps of classifying initial application programs into a main application program and candidate auxiliary application programs according to installation quantity, acquiring the correlation between the main application program and the candidate auxiliary application programs according to an installation device list, acquiring an installation quantity range and an active quantity range according to the installation quantity and the active quantity of the main application program, screening a first auxiliary application program, screening a second auxiliary application program and a third auxiliary application program according to the correlation, screening a fourth auxiliary application program according to the active quantity, obtaining an application program group comprising the main application program, the second auxiliary application program and the fourth auxiliary application program, and recommending other application programs in the application program group for a user when the user downloads any application program in the application program group, so that the exposure quantity of the candidate auxiliary application programs with lower installation quantity and active quantity is improved, and the downloading experience and the using experience of the user are improved.
Description
Technical Field
The present invention relates to the field of data processing, and in particular, to a method, an apparatus, a medium, and a device for grouping application programs.
Background
Along with popularization of intelligent equipment and rapid development of electronic information, more and more application programs are developed and applied to daily life of users, application programs with higher installation quantity are used as independent groups, application programs with lower installation quantity are classified into each group according to correlation among the application programs, the variety number of the application programs can be reduced, association relations and hierarchical relations among the massive application programs are clarified, and other application programs in the same group can be recommended to the users when the users download a certain application program, so that downloading experience and using experience of the users for the application programs are improved.
The application program grouping method at the present stage mainly clusters application programs with similar properties and similar functions into one group according to keywords corresponding to the application programs, and the method can represent the similarity between the application programs of the same type, but cannot represent the association relation between the application programs of different types, so that other application programs with required types and compact association relation are difficult to recommend for users, and the lower carrier experience and the use experience of the users are poor.
Therefore, how to group applications to improve the experience of users is a problem to be solved.
Disclosure of Invention
Aiming at the technical problems, the technical scheme adopted by the invention is a grouping method of application programs, and the method comprises the following steps:
acquiring an installation equipment list, an installation quantity and an activity quantity corresponding to each initial application program;
according to the installation quantity of all the initial application programs, N initial application programs with the largest installation quantity are used as main application programs, and initial application programs except the N main application programs are determined to be candidate auxiliary application programs, wherein N is an integer larger than 0;
acquiring the correlation between each main application program and each candidate auxiliary application program according to the installation equipment list corresponding to each initial application program;
for any main application program, acquiring an installation amount range and an active amount range corresponding to each candidate auxiliary application program in an application program group corresponding to the main application program according to the installation amount, the active amount, the preset application program number range, the preset first installation amount duty ratio range and the preset first active amount duty ratio range of the main application program;
screening a first secondary application program corresponding to the main application program from all candidate secondary application programs according to the installation quantity range and the active quantity range, and further obtaining a first secondary application program set;
According to the correlation between the main application program and each first sub-application program, determining M-1 first sub-application programs with the largest correlation in a first sub-application program set as second sub-application programs, and determining first sub-application programs except for M-1 second sub-application programs in the first sub-application program set as third sub-application programs, wherein M is an integer larger than 1;
determining the third sub-application with the largest activity as a fourth sub-application;
and acquiring an application program group corresponding to the main application program according to the main application program, the M-1 second auxiliary application programs and the fourth auxiliary application program.
The invention also provides a grouping device of the application program, which comprises:
the data acquisition module is used for acquiring an installation equipment list, an installation quantity and an activity quantity corresponding to each initial application program;
the first grouping module is used for taking N initial application programs with the largest installation quantity as main application programs according to the installation quantity of all the initial application programs, and determining initial application programs except the N main application programs as candidate auxiliary application programs, wherein N is an integer larger than 0;
the correlation acquisition module is used for acquiring the correlation between each main application program and each candidate auxiliary application program according to the installation equipment list corresponding to each initial application program;
The range acquisition module is used for acquiring an installation amount range and an active amount range corresponding to each candidate auxiliary application program in the application program group corresponding to the main application program according to the installation amount, the active amount, the preset application program number range, the preset first installation amount duty ratio range and the preset first active amount duty ratio range of the main application program;
the first screening module is used for screening a first sub-application program corresponding to the main application program from all candidate sub-application programs according to the installation quantity range and the active quantity range, and further obtaining a first sub-application program set;
the second screening module is used for determining M-1 first sub-application programs with the largest correlation in the first sub-application program set as second sub-application programs according to the correlation between the main application program and each first sub-application program, and determining first sub-application programs except the M-1 second sub-application programs in the first sub-application program set as third sub-application programs, wherein M is an integer greater than 1;
the third screening module determines a third sub-application with the largest active amount as a fourth sub-application;
and the second grouping module is used for acquiring an application program group corresponding to the main application program according to the main application program, the M-1 second auxiliary application programs and the fourth auxiliary application program.
The invention also provides a non-transitory computer readable storage medium, wherein at least one instruction or at least one section of program is stored in the non-transitory computer readable storage medium, and the at least one instruction or the at least one section of program is loaded and executed by a processor to realize the grouping method of the application programs.
The invention also provides an electronic device comprising a processor and the non-transitory computer readable storage medium described above.
The invention has at least the following beneficial effects: n initial application programs with the largest installation quantity are used as main application programs, initial application programs except the N main application programs are determined to be candidate auxiliary application programs, and the hierarchical relation between the main application programs and the candidate auxiliary application programs is defined; according to the installation equipment list corresponding to each application program, obtaining the correlation between each main application program and each candidate sub-application program, and representing the association relationship between each main application program and each candidate sub-application program; according to the installation quantity, the activity quantity, the preset application quantity range, the preset first installation quantity duty ratio range and the preset first activity quantity duty ratio range of the main application program, the installation quantity range and the activity quantity range corresponding to each candidate sub-application program in the application program group corresponding to the main application program are obtained, the first sub-application program set corresponding to the main application program is obtained through screening according to the installation quantity range and the activity quantity range, then M-1 first sub-application programs with the largest correlation in the first sub-application program set are determined to be second sub-application programs, first sub-application programs except the M-1 second sub-application programs in the first sub-application program set are determined to be third sub-application programs, a fourth sub-application program corresponding to the largest activity quantity in all third sub-application programs, M-1 second sub-application programs and the main application programs jointly form the application program group corresponding to the main application program, and other application programs in the application program group can be recommended to users when any application program in the application program group is downloaded by the users, therefore the installation quantity and the second sub-application programs are low in correlation, the candidate application programs with the sense of the installation quantity and the user experience of the user is improved, and the user experience is more improved for the user experience is improved.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings required for the description of the embodiments will be briefly described below, and it is apparent that the drawings in the following description are only some embodiments of the present invention, and other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.
FIG. 1 is a flowchart of a method for grouping application programs according to an embodiment of the present invention;
FIG. 2 is a flowchart of a method for grouping applications according to another embodiment of the present invention;
FIG. 3 is a flowchart of a method for grouping applications according to another embodiment of the present invention;
FIG. 4 is a flowchart of a method for grouping applications according to another embodiment of the present invention;
FIG. 5 is a flowchart of a method for grouping applications according to another embodiment of the present invention;
fig. 6 is a schematic structural diagram of a grouping device for application program according to an embodiment of the present invention;
fig. 7 is a schematic structural diagram of a correlation acquisition module in a grouping device of an application according to an embodiment of the present invention;
fig. 8 is a schematic structural diagram of a correlation obtaining sub-module in a grouping device of an application program according to an embodiment of the present invention;
Fig. 9 is a schematic structural diagram of a range obtaining module in a grouping device of an application according to an embodiment of the present invention;
fig. 10 is a schematic structural diagram of a first screening module in a grouping apparatus for application program according to an embodiment of the present invention.
Detailed Description
The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to fall within the scope of the invention.
It should be noted that the terms "first," "second," and the like in the description and the claims of the present invention and the above figures are used for distinguishing between similar objects and not necessarily for describing a particular sequential or chronological order. It is to be understood that the data so used may be interchanged where appropriate such that the embodiments of the invention described herein may be implemented in sequences other than those illustrated or otherwise described herein. Furthermore, the terms "comprises," "comprising," and "having," and any variations thereof, are intended to cover a non-exclusive inclusion, such that a process, method, system, article, or server that comprises a list of steps or elements is not necessarily limited to those steps or elements expressly listed or inherent to such process, method, article, or apparatus, but may include other steps or elements not expressly listed or inherent to such process, method, article, or apparatus.
Example 1
The first embodiment provides a grouping method of application programs, which includes the following steps, as shown in fig. 1:
s100, acquiring an installation device list, an installation quantity and an activity quantity corresponding to each initial application program.
The installation device list may refer to a list of installation devices in which corresponding initial application programs are installed, the installation amount may refer to total installation times of each initial application program in a preset time period, the activity amount may refer to total starting days of each initial application program in a preset time period, and the preset time period may be set by an implementer according to actual situations, for example, the preset time period may be a time period such as one month, three months or six months.
The installation information of each initial application program can be represented by acquiring the installation equipment list and the installation quantity corresponding to each initial application program, and the use information of each initial application program can be represented by acquiring the active quantity corresponding to each initial application program, so that the correlation and the hierarchical relation between the initial application programs are acquired according to the installation information and the use information, and the correlation and the hierarchical relation are used as a basis for grouping the initial application programs.
And S200, according to the installation quantity of all the initial application programs, taking N initial application programs with the largest installation quantity as main application programs, and determining initial application programs except the N main application programs as candidate auxiliary application programs, wherein N is an integer larger than 0.
It can be understood that when the installation amount of the initial application program is larger, the number of times that the initial application program is downloaded is larger, and the importance degree of the initial application program in the user is higher, the initial application program with larger installation amount can be determined as a main application program and correspondingly divided into a single application program group, the initial application program with smaller installation amount is determined as a candidate sub-application program and classified into the application program group corresponding to the main application program, so that grouping of massive application programs is completed, the association relationship and the hierarchical relationship between the main application program and the candidate sub-application program are clarified, and the candidate sub-application program in the same application program group can be recommended to the user when the user downloads a certain main application program, thereby improving the downloading experience and the using experience of the user for the application program.
Wherein, N refers to the preset number of groups of application programs, and the specific value of N can be adjusted by the implementer according to the actual situation.
According to the installation quantity and the preset group quantity N, the initial application programs are divided into the main application programs and the candidate auxiliary application programs, the hierarchical relation of the application programs is defined, and a data basis is provided for grouping tasks of the application programs.
And S300, acquiring the correlation between each main application program and each candidate auxiliary application program according to the installation equipment list corresponding to each initial application program.
In order to ensure the association relationship between the application programs in the same application program group, according to the list of the installation devices of each main application program and the list of the installation devices of each candidate sub application program, the correlation between each main application program and each candidate sub application program is obtained and used as a basis for classifying each candidate sub application program into the application program group corresponding to the main application program.
In a specific embodiment, S200 further includes the following steps, as shown in fig. 2:
s210, performing duplication elimination on the installation devices corresponding to all the initial application programs according to the installation device list corresponding to each initial application program, and determining the total number of the installation devices subjected to duplication elimination as a first number;
S220, determining the total number of the installation devices corresponding to the main application program as a second number according to the installation device list corresponding to the main application program for any main application program and any candidate auxiliary application program;
s230, determining the total number of the installation devices corresponding to the main application program and the candidate auxiliary application program together as a third number according to the installation device list corresponding to the main application program and the installation device list corresponding to the candidate auxiliary application program;
and S240, acquiring the correlation between the main application program and the candidate auxiliary application program according to the first quantity, the second quantity and the third quantity.
The same installation device can simultaneously install a plurality of main application programs and a plurality of candidate auxiliary application programs, and firstly, the duplicate removal is carried out on the installation devices corresponding to all the initial application programs so as to avoid repeated calculation, thereby reducing the occupation of storage space and improving the data processing efficiency. The first number refers to the total number of mounting devices after deduplication.
For any main application program and any candidate auxiliary application program, the second number refers to the total number of installation devices for installing the main application program, and then the ratio of the second number to the first number is the ratio of the total number of installation devices for installing the main application program to the total number of installation devices, so that the importance degree of the main application program in all application programs can be represented; the third number refers to the total number of the installation devices for simultaneously installing the main application program and the candidate sub application program, and then the ratio of the third number to the second number is the ratio of the number of the installation devices for simultaneously installing the main application program and the candidate sub application program in the total number of the installation devices, and the higher the ratio of the number of the installation devices for simultaneously installing the main application program and the candidate sub application program in the total number of the installation devices is, the closer the association relationship between the candidate sub application program and the main application program is represented.
Thus, the correlation between the primary application and the candidate secondary application may be obtained based on the first number, the second number, and the third number, to categorize the candidate secondary application into the application group corresponding to the primary application according to the correlation.
According to the total number of the installation devices after the duplicate removal, the total number of the installation devices for installing the main application program and the total number of the installation devices for simultaneously installing the main application program and the candidate auxiliary application programs, the correlation between the main application program and the candidate auxiliary application programs is represented, and the calculation accuracy of the correlation is improved.
In a specific embodiment, S240 further includes the following steps, as shown in fig. 3:
s241, acquiring a first duty ratio of the third quantity in the second quantity;
s242, obtaining a second duty ratio of the second quantity in the first quantity;
s243, determining a first ratio of the first and second ratios as a correlation between the main application and the candidate sub-application.
S400, aiming at any main application program, acquiring an installation amount range and an active amount range corresponding to each candidate auxiliary application program in an application program group corresponding to the main application program according to the installation amount, the active amount, the preset application program number range, the preset first installation amount duty ratio range and the preset first active amount duty ratio range of the main application program.
The method and the device have the advantages that the installation quantity and the activity quantity of the main application program are high, one main application program and a plurality of candidate auxiliary application programs exist in each application program group, the installation quantity and the activity quantity of the main application program are guaranteed to be within a preset range in the proportion of the total installation quantity and the total activity quantity in the corresponding application program group, the total installation quantity and the total activity quantity in the corresponding application program group can be determined on the basis of the known installation quantity and the known activity quantity of the main application program, the installation quantity range and the activity quantity range which are required to be met by each candidate auxiliary application program in the application program group are further determined, and therefore the candidate auxiliary application programs corresponding to each main application program are screened, the application program group after grouping can be matched with the exposure requirement of the candidate auxiliary application program with lower installation quantity and activity quantity, and experience of a user is further improved.
In a specific embodiment, the preset first installation amount duty cycle range includes a preset first installation amount upper limit duty cycle and a preset first installation amount lower limit duty cycle, and the preset first active amount duty cycle range includes a preset first active amount upper limit duty cycle and a preset first active amount lower limit duty cycle, and S400 further includes the following steps, as shown in fig. 4:
S410, randomly determining a fourth number in a preset application number range, and determining the fourth number as the total number of application programs in an application program group corresponding to the main application program;
s420, acquiring a second installation amount lower limit corresponding to each candidate auxiliary application program in the application program group corresponding to the main application program according to the installation amount of the main application program, the preset first installation amount upper limit duty ratio and the fourth number;
s430, acquiring a second installation amount upper limit corresponding to each candidate auxiliary application program in the application program group corresponding to the main application program according to the installation amount of the main application program, the preset first installation amount lower limit duty ratio and the fourth number;
s440, obtaining an installation amount range corresponding to each candidate sub-application program according to a second installation amount lower limit and a second installation amount upper limit corresponding to each candidate sub-application program;
s450, acquiring a second active amount lower limit corresponding to each candidate auxiliary application program in an application program group corresponding to the main application program according to the active amount of the main application program, a preset first active amount upper limit duty ratio and a fourth number;
s460, acquiring a second active amount upper limit corresponding to each candidate auxiliary application program in the application program group corresponding to the main application program according to the active amount of the main application program, the preset first active amount lower limit duty ratio and the fourth number;
And S470, acquiring an active amount range corresponding to each candidate sub-application program according to the second active amount lower limit and the second active amount upper limit corresponding to each candidate sub-application program.
The preset application number range refers to a range of total number of applications in each application group, and the application number range may be adjusted by an implementer according to actual situations, for example, the application number range may be set to [3,10] in this embodiment. In order to improve generalization of the grouping result, the present embodiment randomly determines, for any main application, a fourth number in a preset application number range as the total number of applications in the corresponding application group.
The preset first installation amount upper limit duty ratio refers to an upper limit of a duty ratio of an installation amount of the main application program in a total installation amount in the corresponding application program group, the preset first installation amount lower limit duty ratio refers to a lower limit of a duty ratio of an installation amount of the main application program in a total installation amount in the corresponding application program group, and correspondingly, the second installation amount lower limit refers to a lower limit of a duty ratio of an installation amount of each candidate sub-application program in the application program group corresponding to the main application program in a total installation amount, and the second installation amount upper limit refers to an upper limit of a duty ratio of an installation amount of each candidate sub-application program in the application program group corresponding to the main application program in a total installation amount.
The preset first active amount upper limit duty ratio refers to an upper limit of a duty ratio of an active amount of a main application program in a total active amount in a corresponding application program group, the preset first active amount lower limit duty ratio refers to a lower limit of a duty ratio of an active amount of the main application program in the total active amount in the corresponding application program group, and correspondingly, the second active amount lower limit refers to a lower limit of a duty ratio of an active amount of each candidate sub-application program in the application program group corresponding to the main application program in the total active amount, and the second active amount upper limit refers to an upper limit of a duty ratio of an active amount of each candidate sub-application program in the application program group corresponding to the main application program in the total active amount.
For example, let s be the fourth number, a be the installation amount of the host application, a be the preset first installation amount upper limit duty ratio be alpha 1 The preset lower limit duty ratio of the first installation quantity is recorded as beta 1 A second lower limit of the installation amount B 1 =(A/α 1 )(1-α 1 ) Upper limit of second mounting amount B 2 =(A/β 1 )/>(1-β 1 )/(s-1)。
The active amount of the main application program is marked as C, and the preset upper limit duty ratio of the first active amount is marked as gamma 1 Marking the preset lower limit duty ratio of the first active amount as delta 1 A second lower active amount limit D 1 =(C/γ 1 )(1-γ 1 ) /(s-1), second active amount upper limit D 2 =(C/δ 1 )/>(1-δ 1 )/(s-1)。
According to the method, based on the preset application number range, the installation amount of the main application, the preset upper limit of the first installation amount, the preset lower limit of the first installation amount, the preset active amount of the main application, the preset upper limit of the first active amount and the preset lower limit of the first active amount, the installation amount range and the active amount range of each candidate auxiliary application in the application group corresponding to the main application are obtained and used as screening conditions for screening the candidate auxiliary application corresponding to each main application, so that the grouped application group can be matched with the exposure requirement of the candidate auxiliary application with lower installation amount and active amount, and further experience of a user is improved.
S500, screening a first secondary application program corresponding to the main application program from all candidate secondary application programs according to the installation quantity range and the active quantity range, and further obtaining a first secondary application program set.
In a specific embodiment, S500 further includes the following steps, as shown in fig. 5:
s510, according to the installation quantity range, determining the candidate sub-application program with the corresponding installation quantity within the installation quantity range as a first intermediate application program;
and S520, determining a first intermediate application program with the corresponding active quantity in the active quantity range as a first sub-application program according to the active quantity range.
According to the method, the first intermediate application program is screened out of all candidate sub-application programs according to the installation quantity range, and then the first sub-application program is screened out of the first intermediate application programs according to the active quantity range, so that the first sub-application program simultaneously meets the installation quantity requirement and the active quantity requirement, the grouped application program group can be matched with the exposure requirement of the candidate sub-application program with lower installation quantity and active quantity, and the experience of a user is further improved.
S600, according to the correlation between the main application program and each first sub application program, determining M-1 first sub application programs with the largest correlation in the first sub application program set as second sub application programs, and determining first sub application programs except the M-1 second sub application programs in the first sub application program set as third sub application programs, wherein M is an integer larger than 1.
In order to make the association between the application programs in the application program group tighter, the embodiment determines the M-1 first sub-application programs with the largest correlation in the first sub-application program set as second sub-application programs, classifies the second sub-application programs into the application program group corresponding to the main application program, determines the first sub-application programs except the M-1 second sub-application programs in the first sub-application program set as third sub-application programs, and further screens one sub-application program from the third sub-application programs to be classified into the application program group corresponding to the main application program, so that the application program group after the sub-application program group can be matched with the exposure requirements of the candidate sub-application programs with lower installation amount and activity amount, the installation amount occupation ratio and the activity amount occupation ratio of the main application program in each application program group are in the preset first installation amount occupation ratio range and the first activity amount occupation ratio range, and further the user experience is improved.
And S700, determining the third sub-application with the largest active amount as a fourth sub-application.
In order to ensure that the active amount corresponding to the main application program in the application program group is as close as possible to the preset upper limit of the first active amount, the third sub-application program with the largest active amount is selected to be determined as the fourth sub-application program, and the fourth sub-application program and the M-1 second sub-application programs are used together as the sub-application programs in the application program group corresponding to the main application program, so that the grouping task of the application programs is completed.
S800, acquiring an application program group corresponding to the main application program according to the main application program, the M-1 second auxiliary application programs and the fourth auxiliary application program.
The application program group corresponding to the main application program comprises the main application program, corresponding M-1 second auxiliary application programs and fourth auxiliary application programs, and when a user downloads any application program in the application program group, other application programs in the application program group can be recommended to the user, so that the exposure of candidate auxiliary application programs with low installation quantity and activity quantity is improved, more relevant other application programs are provided for the user, and the downloading experience sense and the using experience sense of the user are improved.
The method comprises the steps that N initial application programs with the largest installation quantity are used as main application programs, initial application programs except the N main application programs are determined to be candidate auxiliary application programs, and the hierarchical relation between the main application programs and the candidate auxiliary application programs is defined; according to the installation equipment list corresponding to each application program, obtaining the correlation between each main application program and each candidate sub-application program, and representing the association relationship between each main application program and each candidate sub-application program; according to the installation quantity, the activity quantity, the preset application quantity range, the preset first installation quantity duty ratio range and the preset first activity quantity duty ratio range of the main application program, the installation quantity range and the activity quantity range corresponding to each candidate sub-application program in the application program group corresponding to the main application program are obtained, the first sub-application program set corresponding to the main application program is obtained through screening according to the installation quantity range and the activity quantity range, then M-1 first sub-application programs with the largest correlation in the first sub-application program set are determined to be second sub-application programs, first sub-application programs except the M-1 second sub-application programs in the first sub-application program set are determined to be third sub-application programs, a fourth sub-application program corresponding to the largest activity quantity in all third sub-application programs, M-1 second sub-application programs and the main application programs jointly form the application program group corresponding to the main application program, and other application programs in the application program group can be recommended to users when any application program in the application program group is downloaded by the users, therefore the installation quantity and the second sub-application programs are low in correlation, the candidate application programs with the sense of the installation quantity and the user experience of the user is improved, and the user experience is more improved for the user experience is improved.
Example two
The second embodiment provides a grouping apparatus for application programs, where the apparatus includes, as shown in fig. 6:
a data obtaining module 61, configured to obtain an installation device list, an installation amount, and an activity amount corresponding to each initial application;
a first grouping module 62, configured to determine, according to the installation amounts of all the initial applications, N initial applications with the largest installation amounts as main applications, and initial applications other than the N main applications as candidate sub-applications, where N is an integer greater than 0;
a correlation obtaining module 63, configured to obtain a correlation between each main application program and each candidate sub-application program according to the installation device list corresponding to each initial application program;
the range obtaining module 64 is configured to obtain, for any main application, an installation amount range and an active amount range corresponding to each candidate secondary application in the application group corresponding to the main application according to an installation amount, an active amount, a preset application number range, a preset first installation amount duty ratio range and a preset first active amount duty ratio range of the main application;
the first screening module 65 is configured to screen, according to the installation amount range and the active amount range, a first sub-application program corresponding to the main application program from all candidate sub-application programs, and further obtain a first sub-application program set;
A second filtering module 66, configured to determine, according to the correlation between the main application program and each of the first sub-application programs, M-1 first sub-application programs with the largest correlation in the first sub-application program set as second sub-application programs, and determine, as third sub-application programs, first sub-application programs other than M-1 second sub-application programs in the first sub-application program set, where M is an integer greater than 1;
a third screening module 67, configured to determine a third sub-application with the largest activity as a fourth sub-application;
the second grouping module 68 is configured to obtain an application group corresponding to the main application according to the main application, the M-1 second sub-applications, and the fourth sub-application.
In a specific embodiment, the correlation acquisition module 63 further includes the following sub-modules, as shown in fig. 7:
a first number determining sub-module 631, configured to perform deduplication on the installation devices corresponding to all the initial applications according to the installation device list corresponding to each initial application, and determine the total number of installation devices after deduplication as a first number;
a second number determining sub-module 632, configured to determine, for any one of the main application programs and any one of the candidate sub-application programs, a total number of installation devices corresponding to the main application program as a second number according to the installation device list corresponding to the main application program;
A third number determining sub-module 633, configured to determine, according to the installation device list corresponding to the primary application and the installation device list corresponding to the candidate secondary application, a total number of installation devices that are corresponding to the primary application and the candidate secondary application together as a third number;
the correlation obtaining sub-module 634 is configured to obtain a correlation between the main application program and the candidate sub-application program according to the first number, the second number, and the third number.
In a specific embodiment, the correlation acquisition sub-module 634 further includes the following units, as shown in fig. 8:
a first duty ratio acquisition unit 6341 that acquires a first duty ratio of the third number in the second number;
a second duty ratio acquisition unit 6342 that acquires a second duty ratio of a second number in the first number;
the correlation obtaining unit 6343 is configured to determine a first ratio of the first duty ratio and the second duty ratio as a correlation between the main application and the candidate sub-application.
In a specific embodiment, the preset first installation amount duty cycle range includes a preset first installation amount upper limit duty cycle and a preset first installation amount lower limit duty cycle, and the preset first active amount duty cycle range includes a preset first active amount upper limit duty cycle and a preset first active amount lower limit duty cycle, and the range acquisition module 64 further includes the following sub-modules, as shown in fig. 9:
A fourth number determining sub-module 641, configured to randomly determine a fourth number in a preset application number range, and determine the fourth number as a total number of applications in the application group corresponding to the main application, where the fourth number s=m+1;
a second installation amount lower limit obtaining sub-module 642, configured to obtain, according to an installation amount of the main application, a preset first installation amount upper limit duty ratio, and a fourth number, a second installation amount lower limit corresponding to each candidate sub-application in the application group corresponding to the main application;
a second installation amount upper limit obtaining sub-module 643, configured to obtain, according to an installation amount of the main application, a preset first installation amount lower limit duty ratio, and a fourth number, a second installation amount upper limit corresponding to each candidate sub-application in the application group corresponding to the main application;
the installation amount range obtaining sub-module 644 is configured to obtain an installation amount range corresponding to each candidate sub-application according to a second installation amount lower limit and a second installation amount upper limit corresponding to each candidate sub-application;
a second activity lower limit obtaining sub-module 645, configured to obtain, according to the activity of the main application, a preset first activity upper limit duty cycle, and a fourth number, a second activity lower limit corresponding to each candidate secondary application in the application group corresponding to the main application;
A second activity upper limit obtaining sub-module 646, configured to obtain, according to the activity of the main application, a preset first activity lower limit duty cycle, and a fourth number, a second activity upper limit corresponding to each candidate secondary application in the application group corresponding to the main application;
and the activity amount range obtaining sub-module 647 is configured to obtain an activity amount range corresponding to each candidate sub-application according to the second lower activity amount limit and the second upper activity amount limit corresponding to each candidate sub-application.
In a specific embodiment, the first screening module 65 further includes the following sub-modules, as shown in fig. 10:
a first intermediate application acquiring sub-module 651, configured to determine, according to the installation amount range, a candidate sub-application whose corresponding installation amount is within the installation amount range as a first intermediate application;
the first sub-application acquiring sub-module 652 is configured to determine, as the first sub-application, a first intermediate application whose corresponding active amount is within the active amount range according to the active amount range.
It should be noted that, because the content of information interaction and execution process between the modules and the embodiment of the method of the present invention are based on the same concept, specific functions and technical effects thereof may be referred to in the method embodiment section, and details thereof are not repeated herein.
Example III
A third embodiment of the present invention provides a non-transitory computer readable storage medium having at least one instruction or at least one program stored therein, the at least one instruction or the at least one program loaded and executed by a processor to implement the steps of:
s100, acquiring an installation device list, an installation quantity and an activity quantity corresponding to each initial application program.
And S200, according to the installation quantity of all the initial application programs, taking N initial application programs with the largest installation quantity as main application programs, and determining initial application programs except the N main application programs as candidate auxiliary application programs, wherein N is an integer larger than 0.
And S300, acquiring the correlation between each main application program and each candidate auxiliary application program according to the installation equipment list corresponding to each initial application program.
S400, aiming at any main application program, acquiring an installation amount range and an active amount range corresponding to each candidate auxiliary application program in an application program group corresponding to the main application program according to the installation amount, the active amount, the preset application program number range, the preset first installation amount duty ratio range and the preset first active amount duty ratio range of the main application program.
S500, screening a first secondary application program corresponding to the main application program from all candidate secondary application programs according to the installation quantity range and the active quantity range, and further obtaining a first secondary application program set.
S600, according to the correlation between the main application program and each first sub application program, determining M-1 first sub application programs with the largest correlation in the first sub application program set as second sub application programs, and determining first sub application programs except the M-1 second sub application programs in the first sub application program set as third sub application programs, wherein M is an integer larger than 1.
S700, determining the third sub-application with the largest active amount as a fourth sub-application;
s800, acquiring an application program group corresponding to the main application program according to the main application program, the M-1 second auxiliary application programs and the fourth auxiliary application program.
Those skilled in the art will appreciate that implementing all or part of the above described methods may be accomplished by way of a computer program stored on a non-transitory computer readable storage medium, which when executed, may comprise the steps of the embodiments of the methods described above. Any reference to memory, storage, database, or other medium used in embodiments provided herein may include non-volatile and/or volatile memory. The nonvolatile memory can include Read Only Memory (ROM), programmable ROM (PROM), electrically Programmable ROM (EPROM), electrically Erasable Programmable ROM (EEPROM), or flash memory. Volatile memory can include Random Access Memory (RAM) or external cache memory. By way of illustration and not limitation, RAM is available in a variety of forms such as Static RAM (SRAM), dynamic RAM (DRAM), synchronous DRAM (SDRAM), dual Data Rate SDRAM (DDRSDRAM), enhanced SDRAM (ESDRAM), synchronous Link DRAM (SLDRAM), memory bus (Rambus) direct RAM (RDRAM), direct memory bus dynamic RAM (DRDRAM), and memory bus dynamic RAM (RDRAM), among others.
It will be apparent to those skilled in the art that, for convenience and brevity of description, only the above functional units and the division of the modules are illustrated, and in practical application, the above functions may be allocated to different functional units and modules according to needs, that is, the internal structure of the apparatus is divided into different functional units or modules to complete all or part of the functions described above.
Example IV
A fourth embodiment of the present invention provides an electronic device including a processor and a non-transitory computer-readable storage medium in the third embodiment of the present invention.
The present invention is not limited to the above-mentioned embodiments, but is not limited to the above-mentioned embodiments, and any person skilled in the art can make some changes or modifications to the equivalent embodiments without departing from the scope of the present invention, but all the simple modifications, equivalent changes and modifications according to the technical matter of the present invention fall within the scope of the technical solution of the present invention.
Claims (5)
1. A method of grouping applications, the method comprising the steps of:
acquiring an installation equipment list, an installation quantity and an activity quantity corresponding to each initial application program, wherein the installation quantity refers to the total number of installation times of each initial application program in a preset time period, and the activity quantity refers to the total number of starting days of each initial application program in the preset time period;
according to the installation quantity of all the initial application programs, N initial application programs with the largest installation quantity are used as main application programs, and the initial application programs except for the N main application programs are determined to be candidate auxiliary application programs, wherein N is the preset number of the application programs, and N is an integer larger than 0;
the method comprises the steps of obtaining the correlation between each main application program and each candidate sub-application program according to the installation equipment list corresponding to each initial application program, wherein the step of obtaining the correlation between each main application program and each candidate sub-application program according to the installation equipment list corresponding to each initial application program further comprises the following steps:
according to the installation equipment list corresponding to each initial application program, carrying out de-duplication on the installation equipment corresponding to all the initial application programs, and determining the total number of the installation equipment after de-duplication as a first number;
Determining the total number of the installation devices corresponding to the main application program as a second number according to the installation device list corresponding to the main application program aiming at any main application program and any candidate auxiliary application program;
determining the total number of the installation devices corresponding to the main application program and the candidate auxiliary application program together as a third number according to the installation device list corresponding to the main application program and the installation device list corresponding to the candidate auxiliary application program;
the step of acquiring the correlation between the main application program and the candidate sub-application program according to the first number, the second number and the third number further comprises the following steps:
acquiring a first duty ratio of the third quantity in the second quantity;
acquiring a second duty ratio of the second quantity in the first quantity;
determining a first ratio of the first and second ratios as a correlation between the primary application and the candidate secondary application;
For any main application program, according to the installation amount, the activity amount, the preset application program number range and the preset first installation amount duty ratio of the main application program, the preset first installation amount duty ratio refers to the upper limit of the duty ratio of the installation amount of the main application program in the corresponding application program group, and the preset first installation amount duty ratio refers to the lower limit of the duty ratio of the installation amount of the main application program in the corresponding application program group, the preset first installation amount duty ratio refers to the upper limit of the duty ratio of the main application program in the corresponding application program group, the preset first installation amount duty ratio refers to the lower limit of the duty ratio of the main application program in the corresponding application program group, the preset first installation amount duty ratio refers to the upper limit of the duty ratio of the pre-installation amount of the first installation amount of the pre-application program in the pre-installation amount of the main application program in the total installation amount of the pre-application program group, the preset first installation amount duty ratio of the pre-installation amount duty ratio of the first installation amount duty ratio of the pre-application program in the pre-installation amount of the main application program in the total installation amount of the main application program in the pre-application program group, and the preset first installation amount duty ratio of the first installation amount duty ratio of the pre-installation amount of the first installation amount of the main application program in the main application program are the main application program in the main application program, the step of obtaining the installation quantity range and the active quantity range corresponding to each candidate secondary application in the application program group corresponding to the primary application further comprises the following steps:
Randomly determining a fourth number in the preset application number range, and determining the fourth number as the total number of the application programs in the application program group corresponding to the main application program, wherein the fourth number s=m+1;
acquiring a second installation amount lower limit corresponding to each candidate auxiliary application program in an application program group corresponding to the main application program according to the installation amount of the main application program, the preset first installation amount upper limit duty ratio and the fourth number;
acquiring a second installation amount upper limit corresponding to each candidate auxiliary application program in an application program group corresponding to the main application program according to the installation amount of the main application program, the preset first installation amount lower limit duty ratio and the fourth number;
acquiring an installation amount range corresponding to each candidate sub-application program according to the second installation amount lower limit and the second installation amount upper limit corresponding to each candidate sub-application program;
acquiring a second active amount lower limit corresponding to each candidate auxiliary application program in an application program group corresponding to the main application program according to the active amount of the main application program, the preset first active amount upper limit duty ratio and the fourth number;
Acquiring a second active amount upper limit corresponding to each candidate auxiliary application program in an application program group corresponding to the main application program according to the active amount of the main application program, the preset first active amount lower limit duty ratio and the fourth number;
acquiring an active amount range corresponding to each candidate sub-application program according to the second active amount lower limit and the second active amount upper limit corresponding to each candidate sub-application program;
according to the installation quantity range and the active quantity range, a first secondary application program corresponding to the main application program is selected from all candidate secondary application programs, and a first secondary application program set is further obtained;
according to the correlation between the main application program and each first sub-application program, determining M-1 first sub-application programs with the largest correlation in the first sub-application program set as second sub-application programs, and determining first sub-application programs except M-1 second sub-application programs in the first sub-application program set as third sub-application programs, wherein M is an integer greater than 1;
determining the third sub-application with the largest activity as a fourth sub-application;
And acquiring an application program group corresponding to the main application program according to the main application program, M-1 second auxiliary application programs and the fourth auxiliary application program.
2. The method for grouping application programs according to claim 1, wherein the step of selecting the first sub-application program corresponding to the main application program from all candidate sub-application programs according to the installation amount range and the active amount range further comprises the steps of:
according to the installation amount range, determining the candidate sub-application program with the corresponding installation amount within the installation amount range as a first intermediate application program;
and according to the active amount range, determining a first intermediate application program with the corresponding active amount in the active amount range as a first sub-application program.
3. An apparatus for grouping applications, the apparatus comprising:
the data acquisition module is used for acquiring an installation equipment list, an installation quantity and an activity quantity corresponding to each initial application program, wherein the installation quantity refers to the total number of installation of each initial application program in a preset time period, and the activity quantity refers to the total number of starting days of each initial application program in the preset time period;
The first grouping module is used for taking N initial application programs with the largest installation quantity as main application programs according to the installation quantity of all the initial application programs, and determining N initial application programs except the main application programs as candidate auxiliary application programs, wherein N is the preset number of the application programs, and N is an integer larger than 0;
the correlation acquisition module is used for acquiring the correlation between each main application program and each candidate auxiliary application program according to the installation equipment list corresponding to each initial application program, wherein the correlation acquisition module further comprises the following sub-modules:
the first quantity determining submodule is used for carrying out de-duplication on the installation equipment corresponding to all the initial application programs according to the installation equipment list corresponding to each initial application program, and determining the total quantity of the installation equipment after de-duplication as a first quantity;
a second number determining sub-module, configured to determine, for any main application and any candidate sub-application, a total number of installation devices corresponding to the main application as a second number according to an installation device list corresponding to the main application;
a third number determining submodule, configured to determine, according to the installation device list corresponding to the main application and the installation device list corresponding to the candidate sub-application, a total number of installation devices that correspond to the main application and the candidate sub-application together as a third number;
A correlation obtaining sub-module, configured to obtain a correlation between the main application program and the candidate sub-application program according to the first number, the second number, and the third number, where the correlation obtaining sub-module further includes:
a first duty ratio acquisition unit configured to acquire a first duty ratio of the third number in the second number;
a second duty ratio acquisition unit configured to acquire a second duty ratio of the second number in the first number;
a correlation obtaining unit configured to determine a first ratio of the first duty ratio and the second duty ratio as a correlation between the main application program and the candidate sub-application program;
a range obtaining module, configured to obtain, for any main application, an installation amount range and an active amount range corresponding to each candidate sub-application in an application group corresponding to the main application according to an installation amount, an active amount, a preset application amount range, a preset first installation amount duty cycle range and a preset first active amount duty cycle range of the main application, where the preset application amount range refers to a range of a total number of applications in each application group, the preset first installation amount duty cycle range includes a preset first installation amount upper limit duty cycle and a preset first installation amount lower limit duty cycle, the preset first installation amount upper limit duty cycle refers to an upper limit of a duty cycle of an installation amount of the main application in a total installation amount in the corresponding application group, the preset first installation amount lower limit duty ratio refers to a lower limit of a duty ratio of an installation amount of the main application program in a total installation amount in a corresponding application program group, the preset first active amount duty ratio range includes a preset first active amount upper limit duty ratio and a preset first active amount lower limit duty ratio, the preset first active amount upper limit duty ratio refers to an upper limit of a duty ratio of an active amount of the main application program in a total active amount in the corresponding application program group, the preset first active amount lower limit duty ratio refers to a lower limit of a duty ratio of an active amount of the main application program in a total active amount in the corresponding application program group, and the range acquisition module further includes the following sub-modules:
A fourth number determining sub-module, configured to randomly determine a fourth number in the preset application number range, and determine the fourth number as a total number of applications in the application group corresponding to the main application, where a fourth number s=m+1;
a second installation amount lower limit obtaining sub-module, configured to obtain a second installation amount lower limit corresponding to each candidate sub-application in the application group corresponding to the main application according to the installation amount of the main application, the preset first installation amount upper limit duty ratio and the fourth number;
a second installation amount upper limit obtaining sub-module, configured to obtain a second installation amount upper limit corresponding to each candidate sub-application in the application group corresponding to the main application according to the installation amount of the main application, the preset first installation amount lower limit duty ratio and the fourth number;
the installation quantity range obtaining submodule is used for obtaining the installation quantity range corresponding to each candidate sub-application program according to the second installation quantity lower limit and the second installation quantity upper limit corresponding to each candidate sub-application program;
a second active amount lower limit obtaining sub-module, configured to obtain a second active amount lower limit corresponding to each candidate sub-application in an application group corresponding to the main application according to the active amount of the main application, the preset first active amount upper limit duty ratio and the fourth number;
A second active amount upper limit obtaining sub-module, configured to obtain, according to the active amount of the main application, the preset first active amount lower limit duty ratio, and the fourth number, a second active amount upper limit corresponding to each candidate sub-application in an application group corresponding to the main application;
the active volume range obtaining sub-module is used for obtaining an active volume range corresponding to each candidate sub-application program according to the second active volume lower limit and the second active volume upper limit corresponding to each candidate sub-application program;
the first screening module is used for screening a first sub-application program corresponding to the main application program from all candidate sub-application programs according to the installation quantity range and the active quantity range, so as to obtain a first sub-application program set;
a second filtering module, configured to determine, according to a correlation between the main application and each first sub-application, M-1 first sub-applications with the largest correlation in the first sub-application set as second sub-applications, and determine, as third sub-applications, first sub-applications other than M-1 second sub-applications in the first sub-application set, where M is an integer greater than 1;
A third screening module, configured to determine a third sub-application with the largest active amount as a fourth sub-application;
and the second grouping module is used for acquiring an application program group corresponding to the main application program according to the main application program, the M-1 second auxiliary application programs and the fourth auxiliary application program.
4. A non-transitory computer readable storage medium having at least one instruction or at least one program stored therein, wherein the at least one instruction or the at least one program is loaded and executed by a processor to implement the method of grouping application programs of any of claims 1-2.
5. An electronic device comprising a processor and the non-transitory computer readable storage medium of claim 4.
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