CN110390194B - Application authority display and determination method, device and equipment - Google Patents

Application authority display and determination method, device and equipment Download PDF

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Publication number
CN110390194B
CN110390194B CN201810343718.9A CN201810343718A CN110390194B CN 110390194 B CN110390194 B CN 110390194B CN 201810343718 A CN201810343718 A CN 201810343718A CN 110390194 B CN110390194 B CN 110390194B
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Prior art keywords
application
specific function
target application
permission
rights
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CN201810343718.9A
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CN110390194A (en
Inventor
靳玉康
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Alibaba Group Holding Ltd
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Alibaba Group Holding Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/50Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
    • G06F21/51Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems at application loading time, e.g. accepting, rejecting, starting or inhibiting executable software based on integrity or source reliability

Abstract

The application discloses a display method of application rights and a determination method of application rights, comprising the following steps: determining a target application; obtaining recommended permission of using a specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to a user; and displaying the recommended permission of the target application to use a specific function. The method for determining the application permission determines the recommended permission of the target application to use a specific function, and comprises the following steps: acquiring historical information of the permission of the target application to use a specific function and/or characteristic information of the target application; and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application. Therefore, the application permission is properly processed, and the risk of revealing the user privacy information by the application is reduced.

Description

Application authority display and determination method, device and equipment
Technical Field
The application relates to the field of terminal application, in particular to a method and a device for displaying application rights, electronic equipment and storage equipment. The application also relates to a method and a device for determining the application permission, electronic equipment and storage equipment. The application also relates to a method and a device for generating the application permission model, electronic equipment and storage equipment.
Background
With the popularization of applications, terminal devices may install a large number of applications. Some applications apply for usage rights to some specific functions during installation, and the process of applying for usage rights is not visible to the user. When a certain application is installed and a user starts to use the application, the application may use some specific functions without the knowledge of the user, and even the privacy information of the user may be uploaded to the server. For example, a payment application does not need to have the authority to read the user's short message, but the application applies for the authority to read the user's short message when installed; the instant messaging application does not need the authority of reading the address book of the user, but applies for the authority of reading the address book of the user during installation; the beautifying application does not need the authority for reading the geographic position of the user, but applies for the authority for reading the geographic position of the user during installation. The applications can use the functions of reading the user short message, the user address book, the user geographic position and the like under the condition that the user is unaware, and even upload the private information such as the user short message, the address book, the geographic position and the like to the server. Thus, the prior art has a risk of revealing user privacy information for the processing of application rights.
Disclosure of Invention
The application provides a display method of application rights, a determination method of application rights and a generation method of an application rights model, which are used for properly processing the application rights and reducing the risk of revealing user privacy information by the application.
The application provides a display method of application rights, which comprises the following steps:
determining a target application;
obtaining recommended permission of using a specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to a user;
and displaying the recommended permission of the target application to use a specific function.
Optionally, obtaining recommended rights of the target application to use a specific function includes:
receiving rights recommended by a rights control entity to use a specific function for the target application; or alternatively, the first and second heat exchangers may be,
and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
Optionally, the presenting the recommended right of the target application to use a specific function includes:
and displaying the probability that the target application and/or the application class to which the target application belongs use a specific function.
Optionally, the method for displaying the application permission further includes: and displaying the authority of the target application for using the specific function.
Optionally, the method for displaying the application permission further includes:
and receiving an operation instruction of whether the target application can use the specific function.
Optionally, the receiving an operation instruction that whether the target application can use a specific function includes:
a hooking or removing operation using a specific function for the recommended target application is received.
Optionally, the receiving an operation instruction that whether the target application can use a specific function includes:
in the installation stage of the target application, receiving an operation instruction for exiting the installation of the target application; or alternatively, the first and second heat exchangers may be,
and in the target application starting stage, receiving an operation instruction for exiting the target application.
Optionally, the method for displaying the application permission further includes:
and reporting the authority of the target application to actually use the specific function.
Optionally, the permission of the specific function is used by the target application, which at least includes any one of the following:
allowing the target application to use a specific function;
prohibiting the target application from using a specific function;
query whether the target application is allowed to use a particular function.
Optionally, the target application is an application requiring permission control.
The application also provides a method for determining the application permission, which comprises the following steps:
determining a target application needing permission control;
acquiring historical information of the permission of the target application to use a specific function and/or characteristic information of the target application;
and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
Optionally, the determining recommended permission of the target application to use the specific function according to the history information of the permission of the target application to use the specific function and/or the feature information of the target application includes:
determining the probability of using the specific function by the target application according to the history information of the authority of using the specific function by the target application and/or the characteristic information of the target application;
and determining the recommended permission of the target application to use the specific function according to the probability of the target application to use the specific function.
Optionally, the determining the probability that the target application uses the specific function according to the history information of the authority of the target application to use the specific function and/or the feature information of the target application includes:
According to the characteristic information of the target application, calculating the probability of using a specific function by the target application through an application authority model;
the application permission model is used for determining the probability that the at least one application uses the specific function according to the characteristic information of the at least one application, and comprises historical information of the permission that the at least one application uses the specific function.
Optionally, the determining the probability that the target application uses the specific function according to the history information of the authority of the target application to use the specific function and/or the feature information of the target application includes:
and calculating the use probability of the target application and/or the application category to which the target application belongs to the specific function through a support vector machine model or a deep learning model according to the historical information of the authority of the target application to use the specific function.
Optionally, the obtaining the history information of the authority of the target application to use the specific function and/or the feature information of the target application includes:
acquiring application targets and/or application market data corresponding to application categories to which the target applications belong;
And determining the characteristic information of the target application according to the application market data.
Optionally, the obtaining the history information of the authority of the target application to use the specific function and/or the feature information of the target application includes: and determining the occurrence times and/or occurrence frequency of the characteristic information under the permission of using the specific function, and taking the occurrence times and/or occurrence frequency as the historical information of the permission of using the specific function of the target application.
Optionally, the feature information of the target application at least includes any one of the following information:
the method comprises the steps of an application category to which a target application belongs, a function of the target application, a source of the target application, a downloading amount of the target application, a comment amount for the target application, keywords of introduction information of the target application, a core function of the target application and a list of specific functions used by the target application.
The application also provides a method for generating the application permission model, which comprises the following steps:
determining an application participating in training;
acquiring history information of the application using a specific function and characteristic information of the application;
and generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the specific function used by the application and the characteristic information of the application.
Optionally, the application permission model includes:
rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function.
Optionally, the generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the application using the specific function and the characteristic information of the application includes:
extracting the most commonly used function of the application from the history information of the application using the specific function as a marking function;
extracting the authority of using the specific function corresponding to the marking function;
and determining the occurrence times and/or occurrence frequencies of the characteristic information under the authority of using the specific function according to the characteristic information of the application and the authority of using the specific function, and obtaining the application authority model.
Optionally, the determining the occurrence number and/or the occurrence frequency of the feature information under the authority of using the specific function according to the feature information of the application and the authority of using the specific function includes:
carrying out quantization processing on the characteristic information of the application and the authority using the specific function to obtain characteristic information quantization data and authority quantization data using the specific function;
Extracting training samples from the characteristic information quantization data and the authority quantization data using a specific function;
and for the training sample, a polynomial naive Bayesian algorithm is adopted, and the occurrence times and/or the occurrence frequency of the characteristic information under the authority of using the specific function are learned.
Optionally, the method for generating the application permission model further includes:
and after the application permission model is generated, providing the application permission model for a permission control entity for use.
The application also provides a display device of application permission, comprising:
a target application determining unit configured to determine a target application;
a permission recommending unit, configured to obtain recommended permission of the target application to use a specific function, where the recommended permission of the target application to use the specific function is a permission of the target application to use the specific function recommended to a user;
and the permission display unit is used for displaying the recommended permission of the target application to use a specific function.
The application also provides a device for determining the application permission, which comprises the following steps:
a target application determining unit for determining a target application requiring permission control;
an information acquisition unit for acquiring history information of rights of the target application to use a specific function and/or feature information of the target application;
And the permission determining unit is used for determining recommended permission of the target application to use the specific function according to the history information of the permission of the target application to use the specific function and/or the characteristic information of the target application.
The application also provides a generating device of the application permission model, which comprises the following steps:
an application determining unit for determining an application participating in training;
an information acquisition unit configured to acquire history information of use of a specific function by the application and feature information of the application;
and the model generating unit is used for generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the application using the specific function and the characteristic information of the application.
The application also provides an electronic device comprising:
a memory, and a processor;
the memory is for storing computer-executable instructions, and the processor is for executing the computer-executable instructions:
determining a target application;
obtaining recommended permission of using a specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to a user;
And displaying the recommended permission of the target application to use a specific function.
The application also provides an electronic device comprising:
a memory, and a processor;
the memory is for storing computer-executable instructions, and the processor is for executing the computer-executable instructions:
determining a target application needing permission control;
acquiring historical information of the permission of the target application to use a specific function and/or characteristic information of the target application;
and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
The application also provides an electronic device comprising:
a memory, and a processor;
the memory is for storing computer-executable instructions, and the processor is for executing the computer-executable instructions:
determining an application participating in training;
acquiring history information of the application using a specific function and characteristic information of the application;
and generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the specific function used by the application and the characteristic information of the application.
The present application also provides a storage device storing instructions capable of being loaded by a processor and performing the steps of:
determining a target application;
obtaining recommended permission of using a specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to a user;
and displaying the recommended permission of the target application to use a specific function.
The present application also provides a storage device storing instructions capable of being loaded by a processor and performing the steps of:
determining a target application needing permission control;
acquiring historical information of the permission of the target application to use a specific function and/or characteristic information of the target application;
and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
The present application also provides a storage device storing instructions capable of being loaded by a processor and performing the steps of:
determining an application participating in training;
acquiring history information of the application using a specific function and characteristic information of the application;
And generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the specific function used by the application and the characteristic information of the application.
The application also provides a data processing method, which comprises the following steps:
determining a target application;
acquiring one or more preset authorities corresponding to the target application, wherein the preset authorities comprise authorities for using specific system functions, and the specific system functions correspond to acquiring user data;
and displaying the preset authority.
Optionally, the data processing method further includes:
displaying the acquired rights of the target application, wherein the acquired rights comprise the rights of using the specific system function.
Optionally, the data processing method further includes:
and distinguishing and displaying different contents of the acquired rights of the target application and the preset rights.
Compared with the prior art, the application has the following advantages:
according to the application permission display method, the application permission display device and the electronic equipment, the recommended permission of the target application for using the specific function is obtained and displayed, so that the problem that the permission of the recommended target application for using the specific function cannot be displayed to a user in the prior art is solved, and the user has knowledge about the permission of the target application for using the specific function.
Further, when the target application is about to be installed or started, the probability that the target application and/or the application class to which the target application belongs uses the specific function is displayed, and a reference is provided for a user to help the user judge whether the target application is allowed to use the specific function; the permission recommended to the target application to use the specific function and the permission applied by the target application to the system are displayed to the user, so that the user can compare the permission applied by the target application to the system, thereby helping the user determine whether to install or start the application, and reducing the risk of privacy leakage of the user.
According to the application permission determining method, the recommended permission of the application to use the specific function is determined according to the history information of the permission of the application to use the specific function and the characteristic information of the application, and therefore the application is prevented from privately using the specific function.
The method for generating the application permission model generates the application permission model and provides a basis for determining permission of recommending application to use a specific function, so that the application is prevented from privately using the specific function, and the risk of privacy leakage of a user is reduced.
According to the data processing method, the permission of the specific system function corresponding to the target application for acquiring the user data is displayed, so that the user has the right of knowing whether the target application acquires the user data.
Drawings
Fig. 1 is a process flow diagram of a method for displaying application rights provided in a first embodiment of the present application;
FIG. 2 is a process flow diagram of a method for determining application rights provided in a second embodiment of the present application;
FIG. 3 is a process flow diagram of a method for generating an application rights model provided by a third embodiment of the present application;
fig. 4 is a schematic diagram of a generating step of an application permission model included in the generating method of the application permission model according to the third embodiment of the present application;
FIG. 5 is a specific process flow chart of step S303-3 included in FIG. 4;
fig. 6 is a schematic diagram of a display device of application rights provided in a fourth embodiment of the present application;
fig. 7 is a schematic diagram of an apparatus for determining application rights provided in a fifth embodiment of the present application;
fig. 8 is a schematic diagram of a generating device of an application permission model according to a sixth embodiment of the present application;
fig. 9 is a schematic diagram of an electronic device provided in an embodiment of the present application.
Detailed Description
In the following description, numerous specific details are set forth in order to provide a thorough understanding of the present application. This application is, however, susceptible of embodiment in many other ways than those herein described and similar generalizations can be made by those skilled in the art without departing from the spirit of the application and the application is therefore not limited to the specific embodiments disclosed below.
The first embodiment of the application provides a method for displaying application rights. .
The following describes a method for displaying application rights according to an embodiment of the present application with reference to fig. 1.
The method for displaying the application permission shown in fig. 1 comprises the following steps: step S101 to step S103.
Step S101, determining a target application.
The method for displaying application rights provided in the first embodiment of the present application may be deployed in a terminal device, where the terminal device includes, but is not limited to, an electronic device such as a mobile phone, a tablet computer, and other electronic devices in which an application is installed, for example, a notebook computer. In the first embodiment of the application, the method for displaying the application permission is described by taking the permission of the mobile phone to display the recommended target application to use the specific function as an example. The target application is an application requiring permission control.
At present, various applications are generally installed on terminal equipment, and the permission control of the applications is particularly important because the applications often upload some user data to a server side. The permission control is to determine and recommend the permission of the target application to be installed or to be started to use the specific function to the user, and the user determines whether to allow the target application to use the specific function or whether to install or start the target application according to the recommended permission, so that the permission of the application is controlled at the source, the purpose of protecting the private data of the user is achieved from the beginning, and the risk of revealing the private data of the user is reduced.
This step is to determine the target application for which rights control is required.
In particular, to the first embodiment of the present application, when a user clicks on installing a specific application or prepares to enable a specific application, the specific application is a target application that needs to be subjected to rights control.
Step S102, obtaining recommended permission of using the specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to the user.
After determining the target application for which the rights control is required, it is necessary to obtain recommended rights for the target application to use the specific functions so as to be further presented to the user, so that the user can select whether to allow the target application to use the recommended functions.
The recommended right to use a specific function by the target application is a right to use a specific function by the target application recommended to a user. The user may refer to a user installing or enabling the target application.
This step is to obtain recommended rights for the target application to use a particular function.
The use specific function refers to accessing or using a function provided by an operating system or a system application or a third party application, wherein the system application refers to a native application provided by a terminal device developed based on the operating system. For example, telephone, read call record, read contact information, write call record, delete call record, write contact information, delete contact information, read sms record, send sms, send mms, read mms record, turn on or off WLAN network switch, turn on or off bluetooth, turn on or off mobile data, use camera, record or call record, read location information, read calendar, write calendar, delete calendar, which are examples of using specific functions. The permission of the target application to use the specific function at least comprises any one of the following:
Allowing the target application to use a specific function;
prohibiting the target application from using a specific function;
query whether the target application is allowed to use a particular function.
For example, the target deletion schedule is permitted, or the target deletion schedule is prohibited, or whether the target deletion schedule is permitted is inquired.
In a first embodiment of the present application, the following two preferred ways are provided to obtain recommended rights for the target application to use a specific function, including:
mode one: and receiving the permission recommended by the permission control entity to use the specific function for the target application.
In practical implementation, the mobile phone may request to obtain the permission of using the specific function recommended to the target application from the permission control entity, or the permission control entity may actively issue the permission of using the specific function to the mobile phone.
Mode two: and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
In particular, the data may be obtained from other entities that have stored history information of the rights of the target application to use a specific function and/or feature information of the target application; in addition, the following processing may be used to obtain the feature information of the target application:
Acquiring application targets and/or application market data corresponding to application categories to which the target applications belong;
and determining the characteristic information of the target application according to the application market data.
The application market data refers to information about applications in the application market where the applications are located, such as information about application types, main function introduction, download amount, number of market comments, and properties of companies to which the applications belong, and also includes use cases of the applications. The obtained characteristic information of the target application at least comprises any one of the following information:
the method comprises the steps of an application category to which a target application belongs, a function of the target application, a source of the target application, a downloading amount of the target application, a comment amount for the target application, keywords of introduction information of the target application, a core function of the target application and a list of specific functions used by the target application.
One specific embodiment of determining the history information of the authority of the target application using the specific function is to use the frequency and/or the occurrence frequency of the characteristic information under the authority of using the specific function as the history information of the authority of the target application using the specific function.
Illustrating: taking the mobile phone to install the payment application a as an example. First, it is determined that the payment application a is the target application.
For mode one, the rights control entity recommends the rights to use a particular function by the payment application a. For example, the rights control entity is a judgment server B. Clicking on the handset installs the payment application a, and the decision server B predicts and determines the rights to use the specific function that the recommended payment application a needs to open, including for example allowing use of a camera, allowing reading of location information. And the judgment server B issues the recommended permission for the payment application A to use the specific function to the mobile phone, and the mobile phone receives the permission for using the specific function.
For the second mode, the mobile phone determines that the recommended payment application A allows the camera to be used according to the characteristic information of the payment application A, for example, support code scanning payment; recommending permission to read the position information by the mobile phone according to the historical information of the payment application A using the specific function authority; the permission of the mobile phone to determine that the recommended payment application A uses the specific function comprises the following steps: the use of a camera is allowed, and the reading of the position information is allowed. Further, if the rights applied by the payment application a include other rights such as address book reading, the user compares the rights applied for using the specific function with the recommended rights for using the specific function at the time of installation, and if the rights are considered to be unacceptable, the payment application a may be selected not to be installed so as to protect own private data.
Step S103, showing the recommended permission of the target application to use a specific function.
The method comprises the steps of displaying recommended permission of the target application to use a specific function to a user, and facilitating the user to make a selection whether to install or enable the target application and/or whether to allow the target application to use the specific function.
Preferably, the presenting the recommended right of the target application to use a specific function includes: the probability that the target application and/or the application class to which the target application belongs uses a particular function is presented, and a reference is provided to the user to assist the user in determining whether to allow use of the particular function. For example, if 90% of users for a payment application are allowed to use the camera, the user may consider the allowed use of the camera when installing or enabling the payment application; if 5% of users of a certain payment application allow reading of location information, the user may consider prohibiting reading of location information while installing or enabling the payment application.
In a first embodiment of the present application, further includes: and displaying the authority of the target application for using the specific function. The permission of the target application for using the specific function and the permission of the recommended target application for using the specific function are displayed to the user, and the user can compare the permission of the application with the permission recommended to the application, so that the user can conveniently make a selection whether to allow the specific function to be used or not. For example, when the rights of the application and the recommended rights differ greatly, the user may choose to either exit the installation or exit the enablement target application. Preferably, the application permission and the recommended permission for using the specific function can be displayed in various modes, for example, different permission lists are displayed or a pull-down mode is used for displaying, and further different permission lists can be displayed in different colors, so that the displayed interface is concise and orderly.
In a first embodiment of the present application, further includes: and receiving an operation instruction of whether the target application can use the specific function. Specifically, the receiving the operation instruction of whether the target application can use the specific function includes: a hooking or removing operation using a specific function for the recommended target application is received. For example, the recommended permission of using the specific function by the target application is displayed to the user in the form of a permission list, some specific functions are allowed to be selected by the user, some specific functions are not allowed to be selected by the user, and the user can select or remove the specific function which is allowed to be selected by the user on the display interface, so that the selection right is provided for the user to determine whether the target application is allowed to use the specific function. The receiving the operation instruction of whether the target application can use the specific function, further comprises: in the installation stage of the target application, receiving an operation instruction for exiting the installation of the target application; or, in the target application starting stage, receiving an operation instruction for exiting the target application. For example, in the installation stage of the target application, if there is a permission to use a specific function which is not allowed to be selected but not accepted by a user, or the permission to use the specific function of the target application is different from the recommended permission to use the specific function of the target application greatly, the user decides not to continue installation, and then receives an operation instruction to exit from installing the target application; and in the target application starting stage, if the permission which is not allowed to be selected but not accepted by the user exists or the permission which is applied by the target application and used by the target application and recommended by the target application for using the specific function are large in difference, the user decides not to continuously start the target application, and then an operation instruction for exiting the target application is received. Therefore, the user is given the option of deciding whether to install or start the target application, the user data is protected from the source, and the risk of privacy disclosure of the user is reduced.
In a first embodiment of the present application, further includes: and reporting the authority of the target application to actually use the specific function. After confirming the authority of the target application to use the specific function, the user selects to install and confirm the authority of the part to use the specific function, and may also select not to install the target application. The actual operation result data of the user is reported to the authority control entity or other entities needing the historical operation information, for example, the entity generating the application authority model is reported to be used as training sample data of the application authority model.
Based on the embodiment of the application right display method, the application right determination method is further provided.
Referring to fig. 2, a process flow of a method for determining application rights according to a second embodiment of the present application is shown. The second embodiment of the present application is based on the above embodiment, so that the description is relatively simple, and the relevant parts should be referred to the corresponding description of the above embodiment.
The method for determining the application permission shown in fig. 2 comprises the following steps: steps S201 to S203.
In step S201, a target application for which authority control is required is determined.
This step is to determine the target application for which rights control is required.
In particular, in this embodiment, when the user clicks to install a specific application or to prepare to enable a specific application, the specific application is a target application that needs to be subjected to authority control.
Step S202, historical information of the permission of the target application to use the specific function and/or characteristic information of the target application are obtained.
This step is to obtain relevant information for determining the rights of the target application to use a specific function.
In this embodiment, the obtaining the feature information of the target application specifically includes:
acquiring application targets and/or application market data corresponding to application categories to which the target applications belong;
and determining the characteristic information of the target application according to the application market data.
The application market data refers to information about applications in the application market where the applications are located, such as information about application types, main function introduction, download amounts, number of market reviews, and properties of companies to which the applications belong, and includes use cases of the applications. The obtained characteristic information of the target application at least comprises any one of the following information:
the application class to which the target application belongs, e.g., a game class application, a social class application, a payment class application;
The functions of the target application, i.e., the main functions of the target application, such as beauty, photographing, chatting;
the source of the target application, which can be determined according to the company type of the target application in actual implementation, for example, an e-commerce company or a game company;
the downloading amount of the target application can be obtained when the downloading amount of the target application is actually realized;
aiming at the comment quantity of the target application, the market comment times of the target application can be obtained in actual implementation;
keywords of introduction information of the target application, such as beauty, communication, instant messaging.
The core function of the target application, for example, the core function of the WeChat is chat, and the core function of the payment-type application is payment;
the target application uses a list of specific functions, e.g. reading address books, accessing cameras.
In this embodiment, the obtaining the history information of the authority of the target application to use the specific function and/or the feature information of the target application includes: and determining the occurrence times and/or occurrence frequency of the characteristic information under the permission of using the specific function, and taking the occurrence times and/or occurrence frequency as the historical information of the permission of using the specific function of the target application. For example, according to the situation that the target application or other applications in the same class of the target application use the specific function, the occurrence frequency and/or the occurrence frequency of the characteristic information under the authority of using the specific function are obtained.
Examples are as follows: the handset installs the payment application a.
The handset clicks to download and install the payment application a from a certain application market. The feature information of the payment application A is obtained as follows: feature 1{ scan payment, access camera }, feature 2{ discount store payment, read location information }. The history information of the functions of the payment application A using the access camera is obtained as follows: feature 1 appears 100 times under the function of accessing the camera; feature 2 appears 80 times under the function of reading the position information.
Step S203, determining recommended rights of the target application using the specific function according to the history information of rights of the target application using the specific function and/or the feature information of the target application.
This step is to determine the rights recommended to the target application to use a particular function.
In this embodiment, whether to recommend the specific function is determined according to the probability that the specific function is used by the target. The method specifically comprises the following steps:
determining the probability of using the specific function by the target application according to the history information of the authority of using the specific function by the target application and/or the characteristic information of the target application;
and determining the recommended permission of the target application to use the specific function according to the probability of the target application to use the specific function.
Preferably, determining the probability that the target application uses a specific function includes:
according to the characteristic information of the target application, calculating the probability of using a specific function by the target application through an application authority model;
the application permission model is used for determining the probability that the at least one application uses the specific function according to the characteristic information of the at least one application, and comprises historical information of the permission that the at least one application uses the specific function. For example, the application rights model is a model file of the following structure:
rights 1, feature 1 frequency, feature 1 total number of times, feature 2 frequency, feature 2 total number of times, …, feature i frequency, feature i total number of times, …, feature M frequency, feature M total number of times using a specific function;
rights 2, feature 1 frequency, feature 1 total number of times, feature 2 frequency, feature 2 total number of times, …, feature i frequency, feature i total number of times, …, feature M frequency, feature M total number of times using a specific function;
rights i, feature 1 frequency, feature 1 total number, feature 2 frequency, feature 2 total number, …, feature i frequency, feature i total number, …, feature M frequency, feature M total number using a specific function;
Rights X, feature 1 frequency, feature 1 total number, feature 2 frequency, feature 2 total number, …, feature i frequency, feature i total number, …, feature M frequency, feature M total number using a specific function;
wherein X represents that X rights exist, M represents that M features exist, and i represents the ith feature.
In this embodiment, after determining the probability that the target application uses the specific function, it is determined whether the target application is recommended to use the specific function according to a probability threshold.
An example of installing payment application a using a cell phone is followed. Acquiring application market data of the payment application A in real time, and determining characteristic information of the payment application A: feature 1{ scan payment, access camera } and feature 2{ discount store payment, read location information }, use application rights model file B to determine rights to pay application a's recommendation a to use a particular function. Specifically, the feature 1 and the feature 2 are respectively matched with the authority of the access camera and the authority of the reading position information in the application authority model file B, the use probability of the authority of the access camera corresponding to the payment application a and the use probability of the authority of the reading position information are calculated according to the respective feature information of the two authorities, and if the use probability exceeds a probability threshold, for example, 60%, the use probability is used as the recommended authority. Thus, the rights list of the payment application a to be installed is determined to be recommended to the user in real time.
It should be noted that the probability that the target application uses a specific function may also be determined according to other manners, for example:
and calculating the use probability of the target application and/or the application category to which the target application belongs to the specific function through a support vector machine model or a deep learning model according to the historical information of the authority of the target application to use the specific function.
Based on the embodiment of the application permission display method and the embodiment of the application permission determination method, the application further provides a generation method of an application permission model.
Referring to fig. 3, a process flow of a method for generating an application permission model according to a third embodiment of the present application is shown. The third embodiment of the present application is based on the above embodiment, so that the description is relatively simple, and the relevant parts should be referred to the corresponding description of the above embodiment.
The method for generating the application permission model shown in fig. 3 comprises the following steps: steps S301 to S303.
In step S301, an application participating in training is determined.
The method comprises the steps of determining an application participating in training to generate an application permission model so as to acquire a training sample used by the training to generate the application permission model.
The application authority model is a model for determining a probability that at least one application uses a specific function according to characteristic information of the at least one application. The application permission model comprises historical information of permissions of at least one application using a specific function. In this embodiment, the application permission model includes: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function. For example, the application rights model is a model file of the following structure:
rights 1, feature 1 frequency, feature 1 total number of times, feature 2 frequency, feature 2 total number of times, …, feature i frequency, feature i total number of times, …, feature M frequency, feature M total number of times using a specific function;
rights 2, feature 1 frequency, feature 1 total number of times, feature 2 frequency, feature 2 total number of times, …, feature i frequency, feature i total number of times, …, feature M frequency, feature M total number of times using a specific function;
rights i, feature 1 frequency, feature 1 total number, feature 2 frequency, feature 2 total number, …, feature i frequency, feature i total number, …, feature M frequency, feature M total number using a specific function;
Rights X, feature 1 frequency, feature 1 total number, feature 2 frequency, feature 2 total number, …, feature i frequency, feature i total number, …, feature M frequency, feature M total number using a specific function;
wherein X represents that X rights exist, M represents that M features exist, and i represents the ith feature.
In this embodiment, at least one application is obtained from an application marketplace.
Step S302, history information of the application using a specific function and characteristic information of the application are acquired.
The step is to obtain characteristic information of the application participating in training and historical information of the application using specific functions so as to generate an application permission model according to the information training.
In this embodiment, application market data of at least one application is obtained from an application market, including application related information in the application market where the application is located, for example, information of application category, main function introduction, downloading amount, market comment number, and property of the company to which the application belongs, and also including use condition of the application.
In this embodiment, the obtaining the feature information of the application specifically includes:
acquiring the application and/or application market data corresponding to the application category to which the application belongs;
And determining the characteristic information of the application according to the application market data.
The obtained characteristic information of the application at least comprises any one of the following information:
the application class to which the application belongs, e.g., gaming class application, social class application, payment class application;
the functions of the application, i.e. the main functions of the application, such as beauty, photographing, chat;
the source of the application, the company type of the application can be used as the source information of the application in actual implementation, such as an e-commerce company or a game company;
the downloading amount of the application can be obtained in actual implementation;
aiming at the comment quantity of the application, the market comment times of the application can be obtained in actual implementation;
keywords of introduction information of the application, such as beauty, communication, instant messaging.
The core function of the application, for example, the core function of the WeChat is chat, and the core function of the payment-type application is payment;
the application uses a list of specific functions, e.g. reading address books, accessing cameras.
Step S303, generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the specific function used by the application and the characteristic information of the application.
The step is to generate the application right model.
In this embodiment, the application permission model is specifically generated through the following steps, referring to fig. 4, including:
step S303-1, extracting the most commonly used function of the application from the history information of the application using the specific function as a marking function;
step S303-2, extracting the authority of using the specific function corresponding to the marking function;
and step S303-3, determining the occurrence times and/or the occurrence frequency of the characteristic information under the authority of using the specific function according to the characteristic information of the application and the authority of using the specific function, and obtaining the application authority model.
Fig. 5 shows specific processing steps included in step S303-3, including:
step S503-1, carrying out quantization processing on the characteristic information of the application and the authority using the specific function to obtain characteristic information quantization data and authority quantization data using the specific function;
step S503-2, extracting training samples from the characteristic information quantization data and the authority quantization data using the specific function;
step S503-3, for the training sample, a polynomial naive Bayesian algorithm is adopted to learn and obtain the occurrence times and/or the occurrence frequency of the characteristic information under the authority of using the specific function.
In this embodiment, after the application permission model is generated, the application permission model is provided to a permission control entity for use. For example, the generated application permission model is issued to a judgment server as a permission control entity, and the judgment server uses the application permission model to determine permission to recommend the specific application to use a specific function according to the characteristic information of the specific application requiring permission control.
Corresponding to the embodiment of the application right display method provided by the application, the fourth embodiment of the application also provides an application right display device.
Referring to fig. 6, a schematic diagram of a display device for application rights according to the present application is shown. Since the apparatus embodiments are substantially similar to the method embodiments, the description is relatively simple, and reference should be made to the corresponding descriptions of the method embodiments for relevant parts.
The application right display device shown in fig. 6 includes:
a target application determining unit 601, configured to determine a target application;
a permission recommending unit 602, configured to obtain recommended permission of the target application to use a specific function, where the recommended permission of the target application to use the specific function is a permission of the target application to use the specific function recommended to a user;
And the permission display unit 603 is configured to display permission of the recommended target application to use a specific function.
Optionally, the rights recommending unit 602 is specifically configured to:
receiving rights recommended by a rights control entity to use a specific function for the target application; or alternatively, the first and second heat exchangers may be,
and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
Optionally, the presenting the recommended right of the target application to use a specific function includes:
and displaying the probability that the target application and/or the application class to which the target application belongs use a specific function.
Optionally, the device for displaying application rights further includes an application rights display unit, configured to display rights of using a specific function applied by the target application.
Optionally, the device for displaying application rights further includes a selection operation unit, configured to receive an operation instruction whether the target application can use a specific function.
Optionally, the selection operation unit is specifically configured to:
a hooking or removing operation using a specific function for the recommended target application is received.
Optionally, the selection operation unit is further specifically configured to:
in the installation stage of the target application, receiving an operation instruction for exiting the installation of the target application; or alternatively, the first and second heat exchangers may be,
and in the target application starting stage, receiving an operation instruction for exiting the target application.
Optionally, the device for displaying application rights further includes an operation result reporting unit, configured to report the rights of actually using a specific function by the target application.
Optionally, the permission of the specific function is used by the target application, which at least includes any one of the following:
allowing the target application to use a specific function;
prohibiting the target application from using a specific function;
query whether the target application is allowed to use a particular function.
Optionally, the target application is an application requiring permission control.
Corresponding to the embodiment of the method for determining the application permission provided by the application, the fifth embodiment of the application also provides a device for determining the application permission.
Referring to fig. 7, a schematic diagram of a device for determining application rights according to the present application is shown. Since the apparatus embodiments are substantially similar to the method embodiments, the description is relatively simple, and reference should be made to the corresponding descriptions of the method embodiments for relevant parts.
The apparatus for determining application rights shown in fig. 7 includes:
a target application determining unit 701, configured to determine a target application that needs to be subjected to rights control;
an information obtaining unit 702, configured to obtain history information of rights of the target application to use a specific function and/or feature information of the target application;
and a right determining unit 703, configured to determine recommended rights of the target application to use a specific function according to history information of rights of the target application to use the specific function and/or feature information of the target application.
Optionally, the right determining unit 703 is specifically configured to:
determining the probability of using the specific function by the target application according to the history information of the authority of using the specific function by the target application and/or the characteristic information of the target application;
and determining the recommended permission of the target application to use the specific function according to the probability of the target application to use the specific function.
Optionally, the rights determining unit 703 includes a probability subunit for determining, according to an application rights model, the following processing:
according to the characteristic information of the target application, calculating the probability of using a specific function by the target application through an application authority model;
The application permission model is used for determining the probability that the at least one application uses the specific function according to the characteristic information of the at least one application, and comprises historical information of the permission that the at least one application uses the specific function.
Optionally, the rights determining unit 703 includes a probability determining subunit configured to determine, according to a learning model, the following processing:
and calculating the use probability of the target application and/or the application category to which the target application belongs to the specific function through a support vector machine model or a deep learning model according to the historical information of the authority of the target application to use the specific function.
Optionally, the information obtaining unit 702 is specifically configured to:
acquiring application targets and/or application market data corresponding to application categories to which the target applications belong;
and determining the characteristic information of the target application according to the application market data.
Optionally, the information obtaining unit 702 is specifically configured to:
and determining the occurrence times and/or occurrence frequency of the characteristic information under the permission of using the specific function, and taking the occurrence times and/or occurrence frequency as the historical information of the permission of using the specific function of the target application.
Optionally, the feature information of the target application at least includes any one of the following information:
the method comprises the steps of an application category to which a target application belongs, a function of the target application, a source of the target application, a downloading amount of the target application, a comment amount for the target application, keywords of introduction information of the target application, a core function of the target application and a list of specific functions used by the target application.
Corresponding to the embodiment of the method for generating the application permission model provided by the application, the sixth embodiment of the application also provides a device for generating the application permission model.
Referring to fig. 8, a schematic diagram of a generating device of an application permission model provided in accordance with the present application is shown. Since the apparatus embodiments are substantially similar to the method embodiments, the description is relatively simple, and reference should be made to the corresponding descriptions of the method embodiments for relevant parts.
The apparatus for generating an application right model shown in fig. 8 includes:
an application determining unit 801 for determining an application participating in training;
an information acquisition unit 802 for acquiring history information of the application using a specific function and feature information of the application;
a model generating unit 803 for generating an application authority model for determining a use probability of a specific function according to the characteristic information of the application, based on the history information of the application using the specific function and the characteristic information of the application.
Optionally, the application permission model includes:
rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function.
Optionally, the model generating unit 803 is specifically configured to:
extracting the most commonly used function of the application from the history information of the application using the specific function as a marking function;
extracting the authority of using the specific function corresponding to the marking function;
and determining the occurrence times and/or occurrence frequencies of the characteristic information under the authority of using the specific function according to the characteristic information of the application and the authority of using the specific function, and obtaining the application authority model.
Optionally, the model generating unit 803 includes a learning subunit, configured to:
carrying out quantization processing on the characteristic information of the application and the authority using the specific function to obtain characteristic information quantization data and authority quantization data using the specific function;
extracting training samples from the characteristic information quantization data and the authority quantization data using a specific function;
and for the training sample, a polynomial naive Bayesian algorithm is adopted, and the occurrence times and/or the occurrence frequency of the characteristic information under the authority of using the specific function are learned.
Optionally, the generating device of the application permission model further comprises a model issuing unit, which is used for providing the application permission model for the permission control entity to use after generating the application permission model.
The seventh embodiment of the present application further provides an electronic device for implementing the method for displaying application rights, and fig. 9 is a schematic diagram of an electronic device provided by the present embodiment.
The embodiments of the electronic device provided in the present application are described more simply, and relevant portions will be referred to the corresponding descriptions of the embodiments of the application permission display method provided above.
An electronic device provided in a seventh embodiment of the present application includes:
a memory 901 and a processor 902;
the memory 901 is configured to store computer executable instructions, and the processor 902 is configured to execute the computer executable instructions:
determining a target application;
obtaining recommended permission of using a specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to a user;
and displaying the recommended permission of the target application to use a specific function.
Optionally, the processor 902 is specifically configured to execute the following computer executable instructions, including:
receiving rights recommended by a rights control entity to use a specific function for the target application; or alternatively, the first and second heat exchangers may be,
and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
Optionally, the presenting the recommended right of the target application to use a specific function includes:
and displaying the probability that the target application and/or the application class to which the target application belongs use a specific function.
Optionally, the processor 902 is further configured to execute the following computer executable instructions:
and displaying the authority of the target application for using the specific function.
Optionally, the processor 902 is further configured to execute the following computer executable instructions:
and receiving an operation instruction of whether the target application can use the specific function.
Optionally, the receiving an operation instruction that whether the target application can use a specific function includes:
a hooking or removing operation using a specific function for the recommended target application is received.
Optionally, the receiving an operation instruction that whether the target application can use a specific function includes:
in the installation stage of the target application, receiving an operation instruction for exiting the installation of the target application; or alternatively, the first and second heat exchangers may be,
and in the target application starting stage, receiving an operation instruction for exiting the target application.
Optionally, the processor 902 is further configured to execute the following computer executable instructions:
and reporting the authority of the target application to actually use the specific function.
Optionally, the permission of the specific function is used by the target application, which at least includes any one of the following:
allowing the target application to use a specific function;
prohibiting the target application from using a specific function;
query whether the target application is allowed to use a particular function.
Optionally, the target application is an application requiring permission control.
The eighth embodiment of the application also provides an electronic device for realizing the method for determining the application permission.
The schematic diagram of the electronic device provided in the eighth embodiment of the present application is similar to fig. 9. The eighth embodiment of the present application is described in a relatively simple manner, and relevant portions will be referred to the corresponding description of the embodiments of the method for determining application rights provided above.
An electronic device provided in an eighth embodiment of the present application includes:
a memory, and a processor;
the memory is for storing computer-executable instructions, and the processor is for executing the computer-executable instructions:
determining a target application needing permission control;
acquiring historical information of the permission of the target application to use a specific function and/or characteristic information of the target application;
and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
Optionally, the processor is specifically configured to execute the following computer executable instructions:
determining the probability of using the specific function by the target application according to the history information of the authority of using the specific function by the target application and/or the characteristic information of the target application;
and determining the recommended permission of the target application to use the specific function according to the probability of the target application to use the specific function.
Optionally, the processor is specifically configured to execute the following computer executable instructions:
according to the characteristic information of the target application, calculating the probability of using a specific function by the target application through an application authority model;
The application permission model is used for determining the probability that the at least one application uses the specific function according to the characteristic information of the at least one application, and comprises historical information of the permission that the at least one application uses the specific function.
Optionally, the processor is specifically configured to execute the following computer executable instructions:
and calculating the use probability of the target application and/or the application category to which the target application belongs to the specific function through a support vector machine model or a deep learning model according to the historical information of the authority of the target application to use the specific function.
Optionally, the processor is specifically configured to execute the following computer executable instructions:
acquiring application targets and/or application market data corresponding to application categories to which the target applications belong;
and determining the characteristic information of the target application according to the application market data.
Optionally, the processor is specifically configured to execute the following computer executable instructions: and determining the occurrence times and/or occurrence frequency of the characteristic information under the permission of using the specific function, and taking the occurrence times and/or occurrence frequency as the historical information of the permission of using the specific function of the target application.
Optionally, the feature information of the target application at least includes any one of the following information:
the method comprises the steps of an application category to which a target application belongs, a function of the target application, a source of the target application, a downloading amount of the target application, a comment amount for the target application, keywords of introduction information of the target application, a core function of the target application and a list of specific functions used by the target application.
The ninth embodiment of the application also provides an electronic device for implementing the method for generating the application permission model.
The electronic device provided in the ninth embodiment of the present application is a schematic diagram similar to fig. 9. The ninth embodiment of the present application is described in a relatively simple manner, and relevant portions will be referred to the corresponding description of the embodiments of the method for generating an application permission model provided above.
An electronic device provided in a ninth embodiment of the present application includes:
a memory, and a processor;
the memory is for storing computer-executable instructions, and the processor is for executing the computer-executable instructions:
determining an application participating in training;
acquiring history information of the application using a specific function and characteristic information of the application;
and generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the specific function used by the application and the characteristic information of the application.
Optionally, the application permission model includes:
rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function.
Optionally, the processor is specifically configured to execute the following computer executable instructions:
extracting the most commonly used function of the application from the history information of the application using the specific function as a marking function;
extracting the authority of using the specific function corresponding to the marking function;
and determining the occurrence times and/or occurrence frequencies of the characteristic information under the authority of using the specific function according to the characteristic information of the application and the authority of using the specific function, and obtaining the application authority model.
Optionally, the processor is specifically configured to execute the following computer executable instructions:
carrying out quantization processing on the characteristic information of the application and the authority using the specific function to obtain characteristic information quantization data and authority quantization data using the specific function;
extracting training samples from the characteristic information quantization data and the authority quantization data using a specific function;
and for the training sample, a polynomial naive Bayesian algorithm is adopted, and the occurrence times and/or the occurrence frequency of the characteristic information under the authority of using the specific function are learned.
Optionally, the processor is further configured to execute the following computer executable instructions:
and after the application permission model is generated, providing the application permission model for a permission control entity for use.
A tenth embodiment of the present application provides a storage device, which is described in a relatively simple manner, and relevant portions may be referred to the corresponding description of the embodiments of the method for displaying application rights provided above.
A tenth embodiment of the present application provides a storage device storing instructions that are capable of being loaded by a processor and performing the steps of:
determining a target application;
obtaining recommended permission of using a specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to a user;
and displaying the recommended permission of the target application to use a specific function.
An eleventh embodiment of the present application provides a second storage device, which is described in a relatively simple manner, and relevant portions may be referred to the corresponding description of the embodiments of the method for determining an application right provided above.
The storage device provided in the eleventh embodiment of the present application stores instructions capable of being loaded by a processor and performing the steps of:
Determining a target application needing permission control;
acquiring historical information of the permission of the target application to use a specific function and/or characteristic information of the target application;
and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
The twelfth embodiment of the present application further provides a third storage device, which is described in a relatively simple manner, and relevant portions may be referred to the corresponding description of the embodiments of the method for generating an application permission model provided above.
A storage device provided in a twelfth embodiment of the present application stores instructions capable of being loaded by a processor and performing the steps of:
determining an application participating in training;
acquiring history information of the application using a specific function and characteristic information of the application;
and generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the specific function used by the application and the characteristic information of the application.
A thirteenth embodiment of the present application provides a data processing method, including:
Determining a target application;
acquiring one or more preset authorities corresponding to the target application, wherein the preset authorities comprise authorities for using specific system functions, and the specific system functions correspond to acquiring user data;
and displaying the preset authority.
According to the data processing method provided by the embodiment, the permission of the specific system function corresponding to the target application for acquiring the user data is displayed, so that the user has the right of knowing whether the target application acquires the user data.
In this embodiment, the method further includes: displaying the acquired rights of the target application, wherein the acquired rights comprise the rights of using the specific system function. Therefore, the user can compare the acquired authority of the target application for using the specific system function with the preset authority of the target application for using the specific function.
Preferably, different contents of the rights acquired by the target application and the preset rights are displayed in a distinguishing manner. For example, different colors are used for highlighting different contents of the rights acquired by the target application and the preset rights, so that the attention of a user is attracted, the user can focus on the different contents of the rights acquired by the target application and the preset rights, whether the target application acquires user data or not is conveniently known, and the risk of privacy leakage caused by the user when the target application is used is reduced.
In one typical configuration, a computing device includes one or more processors (CPUs), input/output interfaces, network interfaces, and memory.
The memory may include volatile memory in a computer-readable medium, random Access Memory (RAM) and/or nonvolatile memory, such as Read Only Memory (ROM) or flash memory (flash RAM). Memory is an example of computer-readable media.
1. Computer readable media, including both non-transitory and non-transitory, removable and non-removable media, may implement information storage by any method or technology. The information may be computer readable instructions, data structures, modules of a program, or other data. Examples of storage media for a computer include, but are not limited to, phase change memory (PRAM), static Random Access Memory (SRAM), dynamic Random Access Memory (DRAM), other types of Random Access Memory (RAM), read Only Memory (ROM), electrically Erasable Programmable Read Only Memory (EEPROM), flash memory or other memory technology, compact disc read only memory (CD-ROM), digital Versatile Discs (DVD) or other optical storage, magnetic cassettes, magnetic tape magnetic disk storage or other magnetic storage devices, or any other non-transmission medium, which can be used to store information that can be accessed by a computing device. Computer readable media, as defined herein, does not include non-transitory computer readable media (transmission media), such as modulated data signals and carrier waves.
2. It will be appreciated by those skilled in the art that embodiments of the present application may be provided as a method, system, or computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
While the preferred embodiment has been described, it is not intended to limit the invention thereto, and any person skilled in the art may make variations and modifications without departing from the spirit and scope of the present invention, so that the scope of the present invention shall be defined by the claims of the present application.

Claims (30)

1. The utility model provides a display method of application rights, which is characterized by comprising the following steps:
determining a target application;
obtaining recommended permission of using a specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to a user; the permission of the target application to use the specific function is determined according to the probability of the target application to use the specific function; the probability of using a specific function by the target application is calculated according to the characteristic information of the target application and an application permission model; the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function;
And displaying the recommended permission of the target application to use a specific function.
2. The method of claim 1, wherein obtaining recommended rights for the target application to use a particular function comprises:
receiving rights recommended by a rights control entity to use a specific function for the target application; or alternatively, the first and second heat exchangers may be,
and determining recommended permission of the target application for using the specific function according to the historical information of the permission of the target application for using the specific function and/or the characteristic information of the target application.
3. The method of claim 1, wherein said exposing rights for use of a particular function by said recommended target application comprises:
and displaying the probability that the target application and/or the application class to which the target application belongs use a specific function.
4. The method as recited in claim 1, further comprising: and displaying the authority of the target application for using the specific function.
5. The method as recited in claim 1, further comprising:
and receiving an operation instruction of whether the target application can use the specific function.
6. The method of claim 5, wherein receiving the operation instruction of whether the target application can use a specific function comprises:
A hooking or removing operation using a specific function for the recommended target application is received.
7. The method of claim 5, wherein receiving the operation instruction of whether the target application can use a specific function comprises:
in the installation stage of the target application, receiving an operation instruction for exiting the installation of the target application; or alternatively, the first and second heat exchangers may be,
and in the target application starting stage, receiving an operation instruction for exiting the target application.
8. The method as recited in claim 5, further comprising:
and reporting the authority of the target application to actually use the specific function.
9. The method according to claim 1, wherein the target application uses rights for a specific function, at least comprising any one of the following:
allowing the target application to use a specific function;
prohibiting the target application from using a specific function;
query whether the target application is allowed to use a particular function.
10. The method of claim 1, wherein the target application is an application requiring rights control.
11. A method for determining application rights, comprising:
determining a target application needing permission control;
Acquiring historical information of the permission of the target application to use a specific function and/or characteristic information of the target application;
calculating the probability of using the specific function of the target application through an application permission model according to the historical information of the permission of using the specific function of the target application and/or the characteristic information of the target application, and determining the recommended permission of using the specific function of the target application according to the probability of using the specific function of the target application;
the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function.
12. The method as recited in claim 11, further comprising:
and calculating the use probability of the target application and/or the application category to which the target application belongs to the specific function through a support vector machine model or a deep learning model according to the historical information of the authority of the target application to use the specific function.
13. The method according to claim 11, wherein the obtaining history information of the rights of the target application to use a specific function and/or feature information of the target application comprises:
Acquiring the target application and/or application market data corresponding to an application category to which the target application belongs;
and determining the characteristic information of the target application according to the application market data.
14. The method according to claim 13, wherein the obtaining history information of the rights of the target application to use a specific function and/or feature information of the target application comprises: and determining the occurrence times and/or occurrence frequency of the characteristic information under the permission of using the specific function, and taking the occurrence times and/or occurrence frequency as the historical information of the permission of using the specific function of the target application.
15. The method according to claim 13, wherein the characteristic information of the target application includes at least any one of the following information:
the method comprises the steps of an application category to which a target application belongs, a function of the target application, a source of the target application, a downloading amount of the target application, a comment amount for the target application, keywords of introduction information of the target application, a core function of the target application and a list of specific functions used by the target application.
16. The method for generating the application permission model is characterized by comprising the following steps of:
determining an application participating in training;
Acquiring history information of the application using a specific function and characteristic information of the application;
generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the specific function used by the application and the characteristic information of the application;
the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function; the probability of use of the particular function is used to determine the recommended application's rights to use the particular function.
17. The method of claim 16, wherein the generating the application authority model for determining the use probability of the specific function according to the characteristic information of the application based on the history information of the application using the specific function and the characteristic information of the application comprises:
extracting the most commonly used function of the application from the history information of the application using the specific function as a marking function;
extracting the authority of using the specific function corresponding to the marking function;
and determining the occurrence times and/or occurrence frequencies of the characteristic information under the authority of using the specific function according to the characteristic information of the application and the authority of using the specific function, and obtaining the application authority model.
18. The method according to claim 17, wherein determining the number of occurrences and/or the frequency of occurrence of the feature information under the authority to use the specific function according to the feature information of the application and the authority to use the specific function comprises:
carrying out quantization processing on the characteristic information of the application and the authority using the specific function to obtain characteristic information quantization data and authority quantization data using the specific function;
extracting training samples from the characteristic information quantization data and the authority quantization data using a specific function;
and for the training sample, a polynomial naive Bayesian algorithm is adopted, and the occurrence times and/or the occurrence frequency of the characteristic information under the authority of using the specific function are learned.
19. The method as recited in claim 16, further comprising:
and after the application permission model is generated, providing the application permission model for a permission control entity for use.
20. A display device for application rights, comprising:
a target application determining unit configured to determine a target application;
a permission recommending unit, configured to obtain recommended permission of the target application to use a specific function, where the recommended permission of the target application to use the specific function is a permission of the target application to use the specific function recommended to a user; the permission of the target application to use the specific function is determined according to the probability of the target application to use the specific function; the probability of using a specific function by the target application is calculated according to the characteristic information of the target application and an application permission model; the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function;
And the permission display unit is used for displaying the recommended permission of the target application to use a specific function.
21. An apparatus for determining application rights, comprising:
a target application determining unit for determining a target application requiring permission control;
an information acquisition unit for acquiring history information of rights of the target application to use a specific function and/or feature information of the target application;
the permission determining unit is used for calculating the probability of the target application using the specific function through an application permission model according to the history information of the permission of the target application using the specific function and/or the characteristic information of the target application, and determining the recommended permission of the target application using the specific function according to the probability of the target application using the specific function;
the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function.
22. A generation apparatus for an application permission model, comprising:
an application determining unit for determining an application participating in training;
An information acquisition unit configured to acquire history information of use of a specific function by the application and feature information of the application;
a model generation unit for generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the application using the specific function and the characteristic information of the application;
the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function; the probability of use of the particular function is used to determine the recommended application's rights to use the particular function.
23. An electronic device, comprising:
a memory, and a processor;
the memory is for storing computer-executable instructions, and the processor is for executing the computer-executable instructions:
determining a target application;
obtaining recommended permission of using a specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to a user; the permission of the target application to use the specific function is determined according to the probability of the target application to use the specific function; the probability of using a specific function by the target application is calculated according to the characteristic information of the target application and an application permission model; the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function;
And displaying the recommended permission of the target application to use a specific function.
24. An electronic device, comprising:
a memory, and a processor;
the memory is for storing computer-executable instructions, and the processor is for executing the computer-executable instructions:
determining a target application needing permission control;
acquiring historical information of the permission of the target application to use a specific function and/or characteristic information of the target application;
calculating the probability of using the specific function of the target application through an application permission model according to the historical information of the permission of using the specific function of the target application and/or the characteristic information of the target application, and determining the recommended permission of using the specific function of the target application according to the probability of using the specific function of the target application;
the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function.
25. An electronic device, comprising:
a memory, and a processor;
the memory is for storing computer-executable instructions, and the processor is for executing the computer-executable instructions:
Determining an application participating in training;
acquiring history information of the application using a specific function and characteristic information of the application;
generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the specific function used by the application and the characteristic information of the application;
the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function; the probability of use of the particular function is used to determine the recommended application's rights to use the particular function.
26. A storage device storing instructions capable of being loaded by a processor and performing the steps of:
determining a target application;
obtaining recommended permission of using a specific function by the target application, wherein the recommended permission of using the specific function by the target application is the permission of using the specific function by the target application recommended to a user; the permission of the target application to use the specific function is determined according to the probability of the target application to use the specific function; the probability of using a specific function by the target application is calculated according to the characteristic information of the target application and an application permission model; the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function;
And displaying the recommended permission of the target application to use a specific function.
27. A storage device storing instructions capable of being loaded by a processor and performing the steps of:
determining a target application needing permission control;
acquiring historical information of the permission of the target application to use a specific function and/or characteristic information of the target application;
calculating the probability of using the specific function of the target application through an application permission model according to the historical information of the permission of using the specific function of the target application and/or the characteristic information of the target application, and determining the recommended permission of using the specific function of the target application according to the probability of using the specific function of the target application;
the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function.
28. A storage device storing instructions capable of being loaded by a processor and performing the steps of:
determining an application participating in training;
acquiring history information of the application using a specific function and characteristic information of the application;
Generating an application authority model for determining the use probability of the specific function according to the characteristic information of the application according to the history information of the specific function used by the application and the characteristic information of the application;
the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function; the probability of use of the particular function is used to determine the recommended application's rights to use the particular function.
29. A method of data processing, comprising:
determining a target application;
acquiring one or more preset authorities corresponding to the target application, wherein the preset authorities comprise authorities for using specific system functions, and the specific system functions correspond to acquiring user data;
displaying the preset authority and distinguishing different contents of the acquired authority of the target application and the preset authority;
the preset authority is determined according to the probability of using a specific function by the target application; the probability of using a specific function by the target application is calculated according to the characteristic information of the target application and an application permission model; the application permission model is a model file comprising the following information: rights to use a specific function, and the number of occurrences and/or frequency of occurrence of feature information applied under the rights to use a specific function.
30. The method as recited in claim 29, further comprising:
displaying the acquired rights of the target application, wherein the acquired rights comprise the rights of using the specific system function.
CN201810343718.9A 2018-04-17 2018-04-17 Application authority display and determination method, device and equipment Active CN110390194B (en)

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