CN111580836A - Data processing method and device, electronic equipment and computer readable storage medium - Google Patents
Data processing method and device, electronic equipment and computer readable storage medium Download PDFInfo
- Publication number
- CN111580836A CN111580836A CN202010347873.5A CN202010347873A CN111580836A CN 111580836 A CN111580836 A CN 111580836A CN 202010347873 A CN202010347873 A CN 202010347873A CN 111580836 A CN111580836 A CN 111580836A
- Authority
- CN
- China
- Prior art keywords
- application information
- application
- information set
- mobile terminal
- historical
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F8/00—Arrangements for software engineering
- G06F8/60—Software deployment
- G06F8/61—Installation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/30—Monitoring
- G06F11/3003—Monitoring arrangements specially adapted to the computing system or computing system component being monitored
- G06F11/302—Monitoring arrangements specially adapted to the computing system or computing system component being monitored where the computing system component is a software system
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/30—Monitoring
- G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
- G06F11/3452—Performance evaluation by statistical analysis
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F8/00—Arrangements for software engineering
- G06F8/60—Software deployment
- G06F8/61—Installation
- G06F8/62—Uninstallation
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- General Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Software Systems (AREA)
- General Physics & Mathematics (AREA)
- Quality & Reliability (AREA)
- Computing Systems (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Probability & Statistics with Applications (AREA)
- Computer Hardware Design (AREA)
- Life Sciences & Earth Sciences (AREA)
- Mathematical Physics (AREA)
- Telephone Function (AREA)
- Stored Programmes (AREA)
Abstract
The invention provides a data processing method and device, electronic equipment and a computer readable storage medium, wherein the method comprises the following steps: determining the installation amount and/or the unloading amount of the target application in the current period based on the application loading and unloading change information of each mobile terminal in the mobile terminal set; the method for acquiring the application loading and unloading change information comprises the following steps: determining a first application information set by using an application information list reported by the mobile terminal in the current period; determining a difference value of specified parameters of the first application information set and the historical first application information set; if the difference value of the designated parameter is not within the range of the designated difference value, setting the union of the designated parameter and the designated parameter as a second application information set; otherwise, setting the first application information set as a second application information set; and determining application loading and unloading change information of the mobile terminal based on the second application information set and the historical second application information set. Therefore, the finally obtained installation amount and/or unloading amount of the target application can be more accurate.
Description
[ technical field ] A method for producing a semiconductor device
The present invention relates to the field of data processing technologies, and in particular, to a data processing method and apparatus, an electronic device, and a computer-readable storage medium.
[ background of the invention ]
In the application development and maintenance process, the installation amount and/or the unloading amount of the application are/is required to be acquired as reference data. Generally, in determining the installation amount and/or the unloading amount of the target application on the current day, the difference between the application list reported by the mobile terminal on the current day and the application list reported on the previous day can be compared, so as to determine which applications are installed and/or which applications are unloaded on the current day based on the difference of the application lists. Finally, the installation amount and/or the unloading amount of the target application on the day are/is determined according to the situation that the target application is installed and/or uninstalled in a large number of mobile terminals.
However, for a mobile terminal, when it is used initially, when it is reinstalled in a system, when it is terminated by a user, and when any other user operation with high uncertainty occurs, the installation and uninstallation of applications in the mobile terminal are all bursty and unpredictable, so the application list reported at this time does not necessarily represent a reasonable application installation situation. By using the application list as a basis for calculating the installation amount and/or the unloading amount of the application, the finally obtained data is inaccurate, and the smooth progress of application development and maintenance is influenced.
Therefore, how to obtain the accurate and effective daily installation amount and/or unloading amount of the application becomes a technical problem to be solved urgently at present.
[ summary of the invention ]
The embodiment of the invention provides a data processing method and device, electronic equipment and a computer readable storage medium, and aims to solve the technical problem that the daily installation amount and/or unloading amount of application in the related art is inaccurate.
In a first aspect, an embodiment of the present invention provides a data processing method, including: determining the installation amount and/or the unloading amount of the target application in the current period based on the application loading and unloading change information of each mobile terminal in the mobile terminal set; the method for acquiring the application loading and unloading change information of each mobile terminal in the mobile terminal set comprises the following steps: determining a first application information set corresponding to the mobile terminal in the current period by utilizing at least one application information list reported by the mobile terminal in the current period; determining a difference value of specified parameters of the first application information set and a historical first application information set corresponding to the mobile terminal in a previous period of the current period; if the specified parameter difference value is not within a specified difference value range, setting the union of the first application information set and the historical first application information set as the second application information set; if the specified parameter difference value is within the specified difference value range, setting the first application information set as the second application information set; determining application loading and unloading change information of the mobile terminal based on the second application information set and a historical second application information set corresponding to the mobile terminal in the previous period; the target application is an application corresponding to any application information in the first application information set, the historical first application information set, the second application information set and the historical second application information set.
In a second aspect, an embodiment of the present invention provides a data processing apparatus, including: an application loading and unloading change information acquisition unit for acquiring application loading and unloading change information of each mobile terminal in the mobile terminal set; an application change condition determining unit, configured to determine an installation amount and/or a discharge amount of a target application in a current period based on application loading and unloading change information of each mobile terminal in the mobile terminal set; the application handling variation information acquiring unit includes: a first application information set determining unit, configured to determine, by using at least one application information list reported by the mobile terminal in a current period, a first application information set corresponding to the mobile terminal in the current period; a designated parameter difference determining unit, configured to determine a designated parameter difference between the first application information set and a historical first application information set corresponding to a previous period of the current period of the mobile terminal; a first setting unit, configured to set a union of the first application information set and the historical first application information set as the second application information set if the specified parameter difference is not within a specified difference range; a second setting unit, configured to set the first application information set as the second application information set if the specified parameter difference is within the specified difference range; an application handling variation information determining unit configured to determine application handling variation information of the mobile terminal based on the second application information set and a historical second application information set corresponding to the mobile terminal in the previous period; the target application is an application corresponding to any application information in the first application information set, the historical first application information set, the second application information set and the historical second application information set.
In a third aspect, an embodiment of the present invention provides an electronic device, including: at least one processor; and a memory communicatively coupled to the at least one processor; wherein the memory stores instructions executable by the at least one processor, the instructions being arranged to perform the method of any of the first aspects above.
In a fourth aspect, an embodiment of the present invention provides a computer-readable storage medium storing computer-executable instructions for performing the method flow described in any one of the first aspect.
According to the technical scheme, firstly, at least one application information list reported by the mobile terminal in each period is utilized to determine a first application information set corresponding to the period. The first application information set can comprehensively and accurately reflect the application installation condition of the mobile terminal in the period. By utilizing the relatively more comprehensive and accurate first application information set, the accuracy of the finally determined installation amount and/or unloading amount of the target application can be improved.
Then, the method provided by the embodiment of the present invention further checks the reliability of the first application information set. Specifically, the historical first application information set of the previous cycle of the current cycle is used as a reference object, and is compared with the first application information set of the current cycle to obtain a designated parameter difference value, wherein the designated parameter difference value reflects the reliability of the first application information set corresponding to the current cycle.
The method provided by the embodiment of the invention can preset the range of the designated difference value, wherein the range of the designated difference value is the range to which the designated parameter difference value belongs under the condition that the first application information set corresponding to the current period has enough reliability. If the difference value of the designated parameter is not in the range of the designated difference value, the first application information set corresponding to the current period does not have enough reliability. At this time, the union of the first application information set and the historical first application information set is set as the second application information set. And if the specified parameter difference value is within the specified difference value range, the first application information set corresponding to the current period has enough reliability. At this time, the first application information set is set as the second application information set.
The data reliability of the obtained second application information set is higher, and the accuracy of the finally determined installation amount and/or unloading amount of the target application can be improved by using the second application information set with higher data reliability.
And comparing the historical second application information set corresponding to the previous period of the current period with the historical second application information set corresponding to the previous period of the current period to obtain application loading and unloading change information of the mobile terminal, wherein the application loading and unloading change information reflects which applications are installed and/or unloaded in the current period relative to the previous period of the mobile terminal.
Finally, for any target application in all applications related to the first application information set, the historical first application information set, the second application information set and the historical second application information set, based on the application loading and unloading change information of each mobile terminal in the mobile terminal set, it can be determined how many mobile terminals the target application is installed in and/or unloaded from relative to the previous cycle in the current cycle. In other words, the installation amount and/or the unloading amount of the target application in the current cycle can be determined.
According to the technical scheme, the reliability of the data which are reported by the mobile terminal and used for calculating the installation amount and/or the unloading amount of the target application is judged and improved, so that more accurate and effective data are obtained to calculate the installation amount and/or the unloading amount of the target application, and the accuracy of the finally obtained installation amount and/or the unloading amount of the target application is improved.
[ description of the drawings ]
In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings needed to be used in the embodiments will be briefly described below, and it is obvious that the drawings in the following description are only some embodiments of the present invention, and it is obvious for those skilled in the art to obtain other drawings based on these drawings without creative efforts.
FIG. 1 shows a flow diagram of a data processing method according to an embodiment of the invention;
FIG. 2 illustrates a flow diagram for obtaining application load change information according to one embodiment of the invention;
FIG. 3 illustrates a flow diagram for obtaining application load change information according to another embodiment of the invention;
FIG. 4 illustrates a flow diagram for obtaining application load change information according to yet another embodiment of the present invention;
FIG. 5 illustrates a flow diagram for obtaining application load change information according to yet another embodiment of the present invention;
FIG. 6 illustrates a flow diagram for obtaining application load change information according to yet another embodiment of the invention;
FIG. 7 shows a flow diagram of a data processing method according to another embodiment of the invention;
FIG. 8 shows a block diagram of a data processing apparatus according to an embodiment of the invention;
FIG. 9 shows a block diagram of an electronic device according to an embodiment of the invention.
[ detailed description ] embodiments
For better understanding of the technical solutions of the present invention, the following detailed descriptions of the embodiments of the present invention are provided with reference to the accompanying drawings.
It should be understood that the described embodiments are only some embodiments of the invention, and not all embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
The terminology used in the embodiments of the invention is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. As used in the examples of the present invention and the appended claims, the singular forms "a," "an," and "the" are intended to include the plural forms as well, unless the context clearly indicates otherwise.
Example one
Fig. 1 shows a flow diagram of a data processing method according to an embodiment of the invention.
As shown in fig. 1, a flow of a data processing method according to an embodiment of the present invention includes:
And 104, determining the installation amount and/or the unloading amount of the target application in the current period based on the application loading and unloading change information of each mobile terminal in the mobile terminal set.
Wherein step 102 specifically comprises the following steps shown in fig. 2:
The first application information set can comprehensively and accurately reflect the application installation condition of the mobile terminal in the period. By utilizing the relatively more comprehensive and accurate first application information set, the accuracy of the finally determined installation amount and/or unloading amount of the target application can be improved.
And the current period is a time interval for counting the installation amount and/or the unloading amount of the target application at this time. Alternatively, the period of the installation amount and/or the unloading amount of the statistical target application may be set to 24 hours, that is, the installation amount and/or the unloading amount of the statistical target application on the current day is counted daily. Any application information list reported by the mobile terminal in the current period shows which applications are installed in the mobile terminal during the reporting.
In addition, each reporting action of the mobile terminal can be performed at a specified time in the current period, and can also be triggered by contents such as operation information received by the mobile terminal.
Next, the method provided in the embodiment of the present invention further checks the reliability of the first application information set.
That is, the historical first application information set of the previous cycle of the current cycle is used as a reference object, and is compared with the first application information set of the current cycle to obtain a designated parameter difference value, wherein the designated parameter difference value reflects the reliability of the first application information set corresponding to the current cycle.
And the previous period is a period adjacent to the current period and positioned before the current period.
In step 1026, if the specified parameter difference value is not within the specified difference value range, setting the union of the first application information set and the historical first application information set as the second application information set.
The method provided by the embodiment of the invention can preset the range of the designated difference value, wherein the range of the designated difference value is the range to which the designated parameter difference value belongs under the condition that the first application information set corresponding to the current period has enough reliability.
If the difference value of the designated parameter is not in the range of the designated difference value, the first application information set corresponding to the current period does not have enough reliability. At this time, the union of the first application information set and the historical first application information set is set as the second application information set.
And if the specified parameter difference value is within the specified difference value range, the first application information set corresponding to the current period has enough reliability. At this time, the first application information set is set as the second application information set.
The data reliability of the obtained second application information set is higher, and the accuracy of the finally determined installation amount and/or unloading amount of the target application can be improved by using the second application information set with higher data reliability.
In this case, the application handling variation information of the mobile terminal is obtained by comparing the historical second application information set corresponding to the previous cycle of the current cycle with the second application information set of the current cycle, as a reference, and the application handling variation information reflects which applications are installed and/or uninstalled in the current cycle of the mobile terminal relative to the previous cycle.
The target application is an application corresponding to any application information in the first application information set, the historical first application information set, the second application information set and the historical second application information set. For the target application, based on the application loading and unloading change information of each mobile terminal in the mobile terminal set, it can be determined how many mobile terminals the target application is installed in and/or unloaded from in the current period relative to the previous period. In other words, the installation amount and/or the unloading amount of the target application in the current cycle can be determined.
According to the technical scheme, the reliability of the data which are reported by the mobile terminal and used for calculating the installation amount and/or the unloading amount of the target application is judged and improved, so that more accurate and effective data are obtained to calculate the installation amount and/or the unloading amount of the target application, and the accuracy of the finally obtained installation amount and/or the unloading amount of the target application is improved.
Example two
On the basis of the data processing method shown in fig. 1, fig. 3 shows a flowchart for obtaining application handling change information according to another embodiment of the present invention.
As shown in fig. 3, the process of acquiring application loading and unloading change information according to another embodiment of the present invention includes:
The union of the plurality of application information lists reported by the mobile terminal in the current period, namely the first application information set, comprises all the applications installed and installed in the current period by the mobile terminal, and can relatively comprehensively and accurately reflect the application installation condition of the mobile terminal in the current period. By utilizing the relatively more comprehensive and accurate first application information set, the accuracy of the finally determined installation amount and/or unloading amount of the target application can be improved.
And the current period is a time interval for counting the installation amount and/or the unloading amount of the target application at this time. Alternatively, the period of the installation amount and/or the unloading amount of the statistical target application may be set to 24 hours, that is, the installation amount and/or the unloading amount of the statistical target application on the current day is counted daily. Any application information list reported by the mobile terminal in the current period shows which applications are installed in the mobile terminal during the reporting.
In addition, each reporting action of the mobile terminal can be performed at a specified time in the current period, and can also be triggered by contents such as operation information received by the mobile terminal.
In another possible design, information other than the application name information in the plurality of application information lists is deleted, and a union of the plurality of application information lists that retain only the application name information is determined as the first application information set.
In another possible design, a union of the plurality of application information lists reported by the mobile terminal in the current period is determined, and then other information except the application name information is deleted from the union to obtain the first application information set.
In the two schemes, the first application information set only consists of the application name information of the applications installed and installed in the current period of the mobile terminal, and is more simplified. Based on the more simplified first application information set as a data base, subsequent comparison steps are carried out, and the overall efficiency of data processing can be improved.
In the related art, for a mobile terminal, when the mobile terminal is initially used, reinstalled in a system, and terminated by a user, and any other user operation with high uncertainty occurs, the installation and/or uninstallation of applications therein is bursty and unpredictable, and thus, an application information list reported in a current period of the mobile terminal does not necessarily represent a reasonable application installation situation thereof, and thus, a first application information set obtained based on a plurality of application information lists reported in the current period of the mobile terminal does not necessarily represent a reasonable application installation situation thereof.
In this case, the reliability of the first application information set needs to be determined. And taking the historical first application information set of the previous period of the current period as a reference object, and comparing the total character amount of the application name information with the total character amount of the application name information in the first application information set of the current period to obtain the difference value of the specified parameters. The specified parameter difference reflects the application variation condition of the mobile terminal in the two adjacent periods, in other words, reflects the reliability of the first application information set corresponding to the current period relative to the historical first application information set of the previous period.
In a mobile terminal, for an application, the character amount of application name information thereof is generally within a specified character amount range. For example, taking one character per letter and two characters per chinese character as an example, the number of characters of the application name information applied is generally in the range of 2 to 10 characters.
The method includes the steps that the total number of characters of application name information of all applications in the mobile terminal is increased along with the increase of the number of the applications installed in the mobile terminal, and conversely, the total number of characters of the application name information of all the applications in the mobile terminal is decreased along with the decrease of the number of the applications installed in the mobile terminal. If the total amount of characters of the application name information in the mobile terminal is greatly increased in the current period relative to the previous period, the mobile terminal can be determined to be installed with a new application in the current period. If the total amount of characters of the application name information in the mobile terminal is greatly reduced in the current period relative to the previous period, the mobile terminal can be determined to uninstall the application in the current period.
In contrast, a designated difference range may be preset, where the designated difference range refers to a range to which a difference between the total amount of characters of the application name information of the first application information set corresponding to the current period and the total amount of characters of the application name information of the historical first application information set corresponding to the previous period belongs, when the first application information set corresponding to the current period has sufficient reliability.
If the difference value of the total character amount of the application name information is not in the specified difference value range, the mobile terminal is proved to have large application variation condition relative to the previous period in the current period, and the first application information set of the mobile terminal does not have enough reliability. At this time, since the historical first application information set as the reference object is deemed to be reliable, the union of the first application information set and the historical first application information set may be set as the second application information set.
If the difference value of the total character amount of the application name information is within the specified difference value range, the mobile terminal is indicated to be within a reasonable range relative to the application change condition of the previous period in the current period, and the first application information set of the mobile terminal has enough reliability. At this time, the first application information set is directly set as the second application information set.
The data reliability of the obtained second application information set is higher, and the accuracy of the finally determined installation amount and/or unloading amount of the target application can be improved by using the second application information set with higher data reliability.
And comparing the historical second application information set corresponding to the previous period of the current period with the historical second application information set corresponding to the previous period of the current period to obtain application loading and unloading change information of the mobile terminal, wherein the application loading and unloading change information reflects which applications are installed and/or unloaded in the current period relative to the previous period of the mobile terminal.
Finally, for any target application in all applications related to the first application information set, the historical first application information set, the second application information set and the historical second application information set, based on the application loading and unloading change information of each mobile terminal in the mobile terminal set, it can be determined how many mobile terminals the target application is installed in and/or unloaded from relative to the previous cycle in the current cycle. In other words, the installation amount and/or the unloading amount of the target application in the current cycle can be determined.
According to the technical scheme, the reliability of the data which are reported by the mobile terminal and used for calculating the installation amount and/or the unloading amount of the target application is judged and improved, so that more accurate and effective data are obtained to calculate the installation amount and/or the unloading amount of the target application, and the accuracy of the finally obtained installation amount and/or the unloading amount of the target application is improved.
EXAMPLE III
On the basis of the data processing method shown in fig. 1, fig. 4 shows a flowchart for obtaining application loading and unloading change information according to still another embodiment of the present invention.
As shown in fig. 4, the process of acquiring application loading and unloading change information according to still another embodiment of the present invention includes:
The bitmap is composed of a large number of pixels, and if the application information set is converted into the bitmap, the larger the amount of data in the application information set is, the larger the number of pixels of the bitmap obtained by conversion is.
Therefore, when the reliability of the first application information set is determined, the historical first application information set of the previous cycle of the current cycle is used as a reference object, the first application information set and the historical first application information set are respectively converted into a first bitmap and a second bitmap, and the first bitmap and the second bitmap are compared to obtain a difference value of the pixel number of the first bitmap and the second bitmap. The difference value of the pixel numbers of the two is used as a specified parameter difference value, which reflects the application change condition of the mobile terminal in the two adjacent periods, in other words, reflects the reliability of the first application information set corresponding to the current period relative to the historical first application information set of the previous period.
A designated difference value range is preset, and the designated difference value range refers to a range to which the difference value between the number of pixels of the converted first bitmap and the number of pixels of the converted second bitmap of the historical first application information set corresponding to the previous period belongs under the condition that the first application information set corresponding to the current period has enough reliability.
If the difference value between the pixel number of the first bitmap and the pixel number of the second bitmap is not within the specified difference value range, it indicates that the application variation of the mobile terminal in the current period relative to the previous period is large, and the first application information set of the mobile terminal does not have sufficient reliability. At this time, since the historical first application information set as the reference object is deemed to be reliable, the union of the first application information set and the historical first application information set may be set as the second application information set.
If the difference value between the pixel number of the first bitmap and the pixel number of the second bitmap is within a specified difference value range, it indicates that the application variation condition of the mobile terminal in the current period relative to the previous period is within a reasonable range, and the first application information set of the mobile terminal has sufficient reliability. At this time, the first application information set is directly set as the second application information set.
The data reliability of the obtained second application information set is higher, and the accuracy of the finally determined installation amount and/or unloading amount of the target application can be improved by using the second application information set with higher data reliability.
Example four
On the basis of the data processing method shown in fig. 1, fig. 5 shows a flowchart for obtaining application loading and unloading change information according to still another embodiment of the present invention.
As shown in fig. 5, the process of acquiring application loading and unloading change information according to still another embodiment of the present invention includes:
The larger the difference value between the first vector converted from the first application information set and the second vector converted from the historical first application information set is, the larger the difference value between the first application information set and the historical first application information set is. The larger the difference between the current period and the previous period is, the larger the application variation of the mobile terminal in the current period relative to the previous period is, and accordingly, the reliability of the first application information set corresponding to the current period relative to the historical first application information set of the previous period is lower. In other words, the specified parameter difference value reflects the reliability of the first application information set corresponding to the current period.
A designated difference value range is preset, and the designated difference value range refers to a range to which the difference value of the first vector converted by the first application information set corresponding to the current period and the second vector converted by the historical first application information set corresponding to the previous period belongs under the condition that the first application information set corresponding to the current period has enough reliability.
If the difference value between the first vector and the second vector is not within the specified difference value range, it indicates that the application variation of the mobile terminal in the current period is large relative to the application variation in the previous period, and the first application information set of the mobile terminal does not have sufficient reliability. At this time, since the historical first application information set as the reference object is deemed to be reliable, the union of the first application information set and the historical first application information set may be set as the second application information set.
If the difference value between the first vector and the second vector is within the specified difference value range, the mobile terminal is indicated to be within a reasonable range relative to the application variation condition of the previous period in the current period, and the first application information set of the mobile terminal has enough reliability. At this time, the first application information set is directly set as the second application information set.
The data reliability of the obtained second application information set is higher, and the accuracy of the finally determined installation amount and/or unloading amount of the target application can be improved by using the second application information set with higher data reliability.
EXAMPLE five
On the basis of the data processing method shown in fig. 1, fig. 6 shows a flowchart for obtaining application load change information according to yet another embodiment of the present invention.
As shown in fig. 6, the process of acquiring application loading and unloading change information according to still another embodiment of the present invention includes:
And taking each application information list in the first application information set as a row to obtain a matrix with the row number being the number of the application information lists. The number of columns of the matrix is the total number of the applications related to the first application information set and the historical first application information set, and each column corresponds to one application. For each element in the matrix, if the application information list of the row in which the element is located has the application indicated by the column in which the element is located, the element is set to be a first value (the first value is not 0), otherwise, the element is set to be 0.
And similarly, converting the historical first application information set into a historical matrix.
And comparing the elements at the same position in the matrix and the history matrix, and if the elements at the position are the first numerical values or 0 in the matrix and the history matrix, setting the corresponding elements as 0 in a difference value matrix with the same row number and the same column number as the matrix and the history matrix. If the element at the position is different in the matrix and the history matrix, the corresponding element is set as a second numerical value (the first numerical value is not 0) in the difference matrix having the same number of rows and the same number of columns as the matrix and the history matrix.
Thus, each second value in the difference matrix shows the difference of the matrix from the element of the history matrix at that position, and the difference matrix shows the overall difference of the matrix from the history matrix. The matrix and the history matrix are respectively converted from the first application information set and the history first application information set, and the difference matrix reflects the difference between the first application information set and the history first application information set.
The first and second values may be any values that meet the actual data processing requirements. Optionally, the first and second values are both 1.
The difference matrix reflects the difference between the first application information set and the historical first application information set, and the third vector converted from the difference matrix also reflects the difference between the first application information set and the historical first application information set. The larger the third vector as a difference value of the specified parameter, the larger the difference between the first set of application information and the historical first set of application information is. The larger the difference between the current period and the previous period is, the larger the application variation of the mobile terminal in the current period relative to the previous period is, and accordingly, the reliability of the first application information set corresponding to the current period relative to the historical first application information set of the previous period is lower. In other words, the specified parameter difference value reflects the reliability of the first application information set corresponding to the current period.
A designated difference value range is preset, and the designated difference value range refers to a vector range to which a third vector obtained by converting a difference value matrix of a matrix converted by the first application information set corresponding to the current period and a history matrix converted by the history first application information set corresponding to the previous period belongs under the condition that the first application information set corresponding to the current period has enough reliability.
If the third vector converted from the difference matrix is not in the specified difference range, it indicates that the application variation of the mobile terminal in the current period is large relative to the application variation in the previous period, and the first application information set of the mobile terminal does not have sufficient reliability. At this time, since the historical first application information set as the reference object is deemed to be reliable, the union of the first application information set and the historical first application information set may be set as the second application information set.
If the third vector converted from the difference matrix is in the specified difference range, it indicates that the application variation condition of the mobile terminal in the current period relative to the previous period is in a reasonable range, and the first application information set has sufficient reliability. At this time, the first application information set is directly set as the second application information set.
The data reliability of the obtained second application information set is higher, and the accuracy of the finally determined installation amount and/or unloading amount of the target application can be improved by using the second application information set with higher data reliability.
EXAMPLE six
Fig. 7 shows a flow diagram of a data processing method according to another embodiment of the invention.
As shown in fig. 7, a flow of a data processing method according to another embodiment of the present invention includes:
The method for obtaining the application loading/unloading change information according to any one of the first to fifth embodiments is not described herein again.
For the target application, based on the application loading and unloading change information of each mobile terminal in the mobile terminal set, it can be determined how many mobile terminals the target application is installed in and/or unloaded from in the current period relative to the previous period. In other words, the installation amount and/or the unloading amount of the target application in the current cycle can be determined.
And setting a preset weighting coefficient for each target application, wherein the preset weighting coefficient reflects the difference between the installation amount and/or the unloading amount of the target application in the current period and the actual installation amount and/or the actual unloading amount of the target application in the current period, which are obtained by the calculation in the step.
Optionally, the predetermined weighting factor is a ratio of the calculated installation amount and/or unloading amount of the target application in the current cycle to the estimated actual installation amount and/or actual unloading amount of the target application in the current cycle.
Optionally, the predetermined weighting factor is a ratio of the estimated actual installation amount and/or actual unloading amount of the target application in the current cycle to the calculated installation amount and/or unloading amount of the target application in the current cycle.
Of course, the predetermined weighting factor is not limited to the above example, and may be any factor that can correctly reflect the actual application variation.
The installation amount and/or the unloading amount of the target application in the current period calculated by the embodiment are corrected through a preset weighting coefficient, and more accurate application loading and unloading change information after correction can be obtained. And determining the target installation amount and/or the target unloading amount of the target application in the current period by the corrected more accurate application loading and unloading change information, so that the obtained target installation amount and/or target unloading amount are more accurate and reliable.
FIG. 8 shows a block diagram of a data processing apparatus according to an embodiment of the invention.
As shown in fig. 8, a data processing apparatus 800 according to an embodiment of the present invention includes: an application loading and unloading change information acquiring unit 802, configured to acquire application loading and unloading change information of each mobile terminal in the mobile terminal set; an application change condition determining unit 804, configured to determine an installation amount and/or a removal amount of the target application in the current period based on application loading and unloading change information of each mobile terminal in the mobile terminal set; the application handling change information acquiring unit 802 includes: a first application information set determining unit 8022, configured to determine, by using at least one application information list reported by the mobile terminal in a current period, a first application information set corresponding to the mobile terminal in the current period; a designated parameter difference determining unit 8024, configured to determine a designated parameter difference between the first application information set and a historical first application information set corresponding to a previous period of the current period of the mobile terminal; a first setting unit 8026, configured to set, if the specified parameter difference is not within a specified difference range, a union of the first application information set and the historical first application information set as the second application information set; a second setting unit 8028, configured to set the first application information set as the second application information set if the specified parameter difference is within the specified difference range; an application loading/unloading change information determining unit 80210, configured to determine application loading/unloading change information of the mobile terminal based on the second application information set and a historical second application information set corresponding to the mobile terminal in the previous period; the target application is an application corresponding to any application information in the first application information set, the historical first application information set, the second application information set and the historical second application information set.
In the embodiment of the present invention, optionally, the first application information set determining unit 8022 applies: when the number of the application information lists reported by the mobile terminal in the current period is multiple, determining a union of the multiple application information lists as the first application information set.
In the embodiment of the present invention, optionally, the first application information set determining unit 8022 is configured to: when the number of the application information lists reported by the mobile terminal in the current period is multiple, deleting other information except application name information in the multiple application information lists, and determining a union set of the multiple application information lists only retaining the application name information as the first application information set; or determining a union set of the plurality of application information lists reported by the mobile terminal in the current period, and deleting other information except the application name information from the union set to obtain the first application information set.
In the embodiment of the present invention, optionally, the specified parameter difference value determining unit 8024 is configured to: and determining a difference value between the total amount of characters of the application name information in the first application information set and the total amount of characters of the application name information in the historical first application information set as the difference value of the specified parameters.
In the embodiment of the present invention, optionally, the specified parameter difference value determining unit 8024 is configured to: converting the first application information set into a first bitmap, and converting the historical first application information set into a second bitmap; and determining the difference value of the number of pixels of the first bitmap and the number of pixels of the second bitmap as the specified parameter difference value.
In the embodiment of the present invention, optionally, the specified parameter difference value determining unit 8024 is configured to: converting the first application information set into a first vector, and converting the historical first application information set into a second vector; and determining the difference value of the first vector and the second vector as the specified parameter difference value.
In the embodiment of the present invention, optionally, the specified parameter difference value determining unit 8024 is configured to: determining a difference matrix based on a matrix obtained by converting the first application information set and a history matrix obtained by converting the history first application information set corresponding to the previous period by the mobile terminal; and converting the difference matrix into a third vector as the specified parameter difference.
In the embodiment of the present invention, optionally, the method further includes: and the weighting correction unit is used for determining the target installation amount and/or the target unloading amount of the target application in the current period based on the preset weighting coefficient of the target application and the installation amount and/or the unloading amount of the target application in the current period.
The data processing apparatus 800 uses the scheme described in any one of the embodiments shown in fig. 1 to fig. 7, and therefore, all the technical effects described above are achieved, and are not described herein again.
FIG. 9 shows a block diagram of an electronic device according to an embodiment of the invention.
As shown in fig. 9, an electronic device 900 of one embodiment of the invention includes at least one memory 902; and a processor 904 communicatively coupled to the at least one memory 902; wherein the memory stores instructions executable by the at least one processor 904, the instructions being configured to perform the aspects of any of the embodiments of figures 1-7 described above. Therefore, the electronic device 900 has the same technical effect as any one of the embodiments of fig. 1 to 7, and is not described herein again.
In addition, the electronic devices of embodiments of the present invention exist in a variety of forms, including but not limited to:
(1) mobile communication devices, which are characterized by mobile communication capabilities and are primarily targeted at providing voice and data communications. Such terminals include smart phones (e.g., iphones), multimedia phones, functional phones, and low-end phones, among others.
(2) The ultra-mobile personal computer equipment belongs to the category of personal computers, has calculation and processing functions and generally has the characteristic of mobile internet access. Such terminals include PDA, MID, and UMPC devices, such as ipads.
(3) Portable entertainment devices such devices may display and play multimedia content. Such devices include audio and video players (e.g., ipods), handheld game consoles, electronic books, as well as smart toys and portable car navigation devices.
(4) The server is similar to a general computer architecture, but has higher requirements on processing capability, stability, reliability, safety, expandability, manageability and the like because of the need of providing highly reliable services.
(5) And other electronic devices with data interaction functions.
In addition, an embodiment of the present invention provides a computer-readable storage medium storing computer-executable instructions for performing the method flow described in any one of the above embodiments of fig. 1 to 7.
The technical scheme of the invention is described in detail above with reference to the drawings, and by the technical scheme of the invention, the data for calculating the installation amount and/or the unloading amount of the target application reported by the mobile terminal is judged and improved in reliability so as to obtain more accurate and effective data to calculate the installation amount and/or the unloading amount of the target application, so that the accuracy of the finally obtained installation amount and/or the unloading amount of the target application is improved
It should be understood that the term "and/or" as used herein is merely one type of association that describes an associated object, meaning that three relationships may exist, e.g., a and/or B may mean: a exists alone, A and B exist simultaneously, and B exists alone. In addition, the character "/" herein generally indicates that the former and latter related objects are in an "or" relationship.
It should be understood that although the terms first, second, etc. may be used to describe sets of application information in embodiments of the present invention, these sets of application information should not be limited to these terms. These terms are only used to distinguish the application information sets from each other. For example, the first set of application information may also be referred to as a second set of application information, and similarly, the second set of application information may also be referred to as the first set of application information without departing from the scope of embodiments of the present invention.
The word "if" as used herein may be interpreted as "at … …" or "when … …" or "in response to a determination" or "in response to a detection", depending on the context. Similarly, the phrases "if determined" or "if detected (a stated condition or event)" may be interpreted as "when determined" or "in response to a determination" or "when detected (a stated condition or event)" or "in response to a detection (a stated condition or event)", depending on the context.
In the embodiments provided in the present invention, it should be understood that the disclosed system, apparatus and method may be implemented in other ways. For example, the above-described apparatus embodiments are merely illustrative, and for example, the division of the units is only one logical division, and there may be other divisions in actual implementation, for example, a plurality of units or components may be combined or integrated into another system, or some features may be omitted, or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection through some interfaces, devices or units, and may be in an electrical, mechanical or other form.
In addition, functional units in the embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, or in a form of hardware plus a software functional unit.
The integrated unit implemented in the form of a software functional unit may be stored in a computer readable storage medium. The software functional unit is stored in a storage medium and includes several instructions for causing a computer device (which may be a personal computer, a server, or a network device) or a Processor (Processor) to execute some steps of the methods according to the embodiments of the present invention. And the aforementioned storage medium includes: various media capable of storing program codes, such as a usb disk, a removable hard disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk, or an optical disk.
The above description is only for the purpose of illustrating the preferred embodiments of the present invention and is not to be construed as limiting the invention, and any modifications, equivalents, improvements and the like made within the spirit and principle of the present invention should be included in the scope of the present invention.
Claims (10)
1. A data processing method, comprising:
determining the installation amount and/or the unloading amount of the target application in the current period based on the application loading and unloading change information of each mobile terminal in the mobile terminal set;
the method for acquiring the application loading and unloading change information of each mobile terminal in the mobile terminal set comprises the following steps:
determining a first application information set corresponding to the mobile terminal in the current period by utilizing at least one application information list reported by the mobile terminal in the current period;
determining a difference value of specified parameters of the first application information set and a historical first application information set corresponding to the mobile terminal in a previous period of the current period;
if the specified parameter difference value is not within a specified difference value range, setting the union of the first application information set and the historical first application information set as the second application information set;
if the specified parameter difference value is within the specified difference value range, setting the first application information set as the second application information set;
determining application loading and unloading change information of the mobile terminal based on the second application information set and a historical second application information set corresponding to the mobile terminal in the previous period;
the target application is an application corresponding to any application information in the first application information set, the historical first application information set, the second application information set and the historical second application information set.
2. The data processing method according to claim 1, wherein the step of determining the first application information set corresponding to the mobile terminal in the current period by using at least one application information list reported by the mobile terminal in the current period comprises:
when the number of the application information lists reported by the mobile terminal in the current period is multiple, determining a union of the multiple application information lists as the first application information set;
or
When the number of the application information lists reported by the mobile terminal in the current period is multiple,
deleting other information except application name information in the plurality of application information lists, and determining a union set of the plurality of application information lists only retaining the application name information as the first application information set; or
Determining a union set of the plurality of application information lists reported by the mobile terminal in the current period, and deleting other information except the application name information from the union set to obtain the first application information set.
3. The data processing method according to claim 1 or 2, wherein the step of determining the difference between the first application information set and the specified parameter of the historical first application information set corresponding to the mobile terminal in the previous period of the current period comprises:
and determining a difference value between the total amount of characters of the application name information in the first application information set and the total amount of characters of the application name information in the historical first application information set as the difference value of the specified parameters.
4. The data processing method according to claim 1 or 2, wherein the step of determining the difference between the first application information set and the specified parameter of the historical first application information set corresponding to the mobile terminal in the previous period of the current period comprises:
converting the first application information set into a first bitmap, and converting the historical first application information set into a second bitmap;
and determining the difference value of the number of pixels of the first bitmap and the number of pixels of the second bitmap as the specified parameter difference value.
5. The data processing method according to claim 1 or 2, wherein the step of determining the difference between the first application information set and the specified parameter of the historical first application information set corresponding to the mobile terminal in the previous period of the current period comprises:
converting the first application information set into a first vector, and converting the historical first application information set into a second vector;
and determining the difference value of the first vector and the second vector as the specified parameter difference value.
6. The data processing method according to claim 1 or 2, wherein the step of determining the difference between the first application information set and the specified parameter of the historical first application information set corresponding to the mobile terminal in the previous period of the current period comprises:
determining a difference matrix based on a matrix obtained by converting the first application information set and a history matrix obtained by converting the history first application information set corresponding to the previous period by the mobile terminal;
and converting the difference matrix into a third vector as the specified parameter difference.
7. The data processing method according to claim 1 or 2, further comprising:
and determining the target installation amount and/or the target unloading amount of the target application in the current period based on the preset weighting coefficient of the target application and the installation amount and/or the unloading amount of the target application in the current period.
8. A data processing apparatus, comprising:
an application loading and unloading change information acquisition unit for acquiring application loading and unloading change information of each mobile terminal in the mobile terminal set;
an application change condition determining unit, configured to determine an installation amount and/or a discharge amount of a target application in a current period based on application loading and unloading change information of each mobile terminal in the mobile terminal set;
the application handling variation information acquiring unit includes:
a first application information set determining unit, configured to determine, by using at least one application information list reported by the mobile terminal in a current period, a first application information set corresponding to the mobile terminal in the current period;
a designated parameter difference determining unit, configured to determine a designated parameter difference between the first application information set and a historical first application information set corresponding to a previous period of the current period of the mobile terminal;
a first setting unit, configured to set a union of the first application information set and the historical first application information set as the second application information set if the specified parameter difference is not within a specified difference range;
a second setting unit, configured to set the first application information set as the second application information set if the specified parameter difference is within the specified difference range;
an application handling variation information determining unit configured to determine application handling variation information of the mobile terminal based on the second application information set and a historical second application information set corresponding to the mobile terminal in the previous period;
the target application is an application corresponding to any application information in the first application information set, the historical first application information set, the second application information set and the historical second application information set.
9. An electronic device, comprising: at least one processor; and a memory communicatively coupled to the at least one processor;
wherein the memory stores instructions executable by the at least one processor, the instructions being arranged to perform the method of any of the preceding claims 1 to 7.
10. A computer-readable storage medium having stored thereon computer-executable instructions for performing the method flow of any of claims 1-7.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010347873.5A CN111580836B (en) | 2020-04-28 | 2020-04-28 | Data processing method and device, electronic equipment and computer readable storage medium |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010347873.5A CN111580836B (en) | 2020-04-28 | 2020-04-28 | Data processing method and device, electronic equipment and computer readable storage medium |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN111580836A true CN111580836A (en) | 2020-08-25 |
| CN111580836B CN111580836B (en) | 2023-05-12 |
Family
ID=72127607
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202010347873.5A Active CN111580836B (en) | 2020-04-28 | 2020-04-28 | Data processing method and device, electronic equipment and computer readable storage medium |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN111580836B (en) |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117555580A (en) * | 2024-01-12 | 2024-02-13 | 每日互动股份有限公司 | Grouping method, device, medium and equipment of application programs |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20120290584A1 (en) * | 2011-05-09 | 2012-11-15 | Google Inc. | Recommending Applications for Mobile Devices Based on Installation Histories |
| CN105354056A (en) * | 2015-10-23 | 2016-02-24 | 北京金山安全软件有限公司 | APP recommendation information display method and device |
| CN107329788A (en) * | 2017-06-29 | 2017-11-07 | 广州优视网络科技有限公司 | application program loading method, device and user terminal |
| CN107357617A (en) * | 2017-06-30 | 2017-11-17 | 广东欧珀移动通信有限公司 | Using update method, device, storage medium and electronic equipment |
| CN109799999A (en) * | 2018-12-26 | 2019-05-24 | 维沃移动通信有限公司 | A kind of installation method and terminal device of application program |
-
2020
- 2020-04-28 CN CN202010347873.5A patent/CN111580836B/en active Active
Patent Citations (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20120290584A1 (en) * | 2011-05-09 | 2012-11-15 | Google Inc. | Recommending Applications for Mobile Devices Based on Installation Histories |
| CN103930871A (en) * | 2011-05-09 | 2014-07-16 | 谷歌公司 | Recommending applications for mobile devices based on installation histories |
| CN105354056A (en) * | 2015-10-23 | 2016-02-24 | 北京金山安全软件有限公司 | APP recommendation information display method and device |
| CN107329788A (en) * | 2017-06-29 | 2017-11-07 | 广州优视网络科技有限公司 | application program loading method, device and user terminal |
| US20190004829A1 (en) * | 2017-06-29 | 2019-01-03 | Guangzhou Uc Network Technology Co., Ltd. | Method, device and user terminal for loading application |
| CN107357617A (en) * | 2017-06-30 | 2017-11-17 | 广东欧珀移动通信有限公司 | Using update method, device, storage medium and electronic equipment |
| CN109799999A (en) * | 2018-12-26 | 2019-05-24 | 维沃移动通信有限公司 | A kind of installation method and terminal device of application program |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117555580A (en) * | 2024-01-12 | 2024-02-13 | 每日互动股份有限公司 | Grouping method, device, medium and equipment of application programs |
| CN117555580B (en) * | 2024-01-12 | 2024-04-05 | 每日互动股份有限公司 | Grouping method, device, medium and equipment of application programs |
Also Published As
| Publication number | Publication date |
|---|---|
| CN111580836B (en) | 2023-05-12 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN106294105B (en) | Brushing amount tool detection method and device | |
| CN109901881B (en) | Plug-in loading method and device of application program, computer equipment and storage medium | |
| CN108875043B (en) | User data processing method and device, computer equipment and storage medium | |
| CN108197002B (en) | Mobile device non-buried point data statistical method, system, terminal and medium | |
| CN111478963A (en) | Message pushing method and device, electronic equipment and computer readable storage medium | |
| CN112365367A (en) | Regional portrait method and device based on device electric quantity and storage medium | |
| CN113114770A (en) | User identification method, electronic device, and computer-readable storage medium | |
| CN111580836A (en) | Data processing method and device, electronic equipment and computer readable storage medium | |
| CN110191119B (en) | Method and device for determining APP (application) generating abnormal traffic | |
| CN106933323B (en) | Method and device for optimizing power consumption of application program and electronic equipment | |
| CN117009221A (en) | Processing method, device, equipment, storage medium and program product for product test | |
| CN109669875B (en) | Application crash test method and device, electronic equipment and storage medium | |
| CN111611143A (en) | Data processing method and device, electronic equipment and computer readable storage medium | |
| CN110719367A (en) | Cloud mobile phone friend recommendation method, device, equipment and storage medium | |
| CN109213513B (en) | Method and device for determining share ratio of software and computer readable storage medium | |
| CN111694835A (en) | Number section access method, system, equipment and storage medium of logistics electronic bill | |
| CN113835950B (en) | Interface display clamping and stopping identification method and device, storage medium and electronic equipment | |
| CN115168005A (en) | Processing method and processing device for delayed task and electronic equipment | |
| CN109819024A (en) | Information-pushing method, device, storage medium and terminal based on data analysis | |
| CN111538652B (en) | Application control testing method and related equipment | |
| CN115358772A (en) | Transaction risk prediction method and device, storage medium and computer equipment | |
| CN112698877B (en) | Data processing method and system | |
| CN114650239A (en) | Data brushing amount identification method, storage medium and electronic equipment | |
| CN113891323A (en) | WiFi-based user tag acquisition system | |
| CN109285035B (en) | Method, device, equipment and storage medium for predicting application retention data |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| CB02 | Change of applicant information |
Address after: 310012 Room 418, West District, Building A, 525 Xixi Road, Xihu District, Hangzhou City, Zhejiang Province Applicant after: Daily interactive Co.,Ltd. Address before: 310012 Room 418, West District, Building A, 525 Xixi Road, Xihu District, Hangzhou City, Zhejiang Province Applicant before: ZHEJIANG MEIRI INTERDYNAMIC NETWORK TECHNOLOGY Co.,Ltd. |
|
| CB02 | Change of applicant information | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |