CN107678823A - Control method, device and the storage medium and mobile terminal of mobile terminal application - Google Patents
Control method, device and the storage medium and mobile terminal of mobile terminal application Download PDFInfo
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Abstract
The embodiment of the present application, which discloses control method, device and the storage medium of a kind of mobile terminal application and mobile terminal, methods described, to be included：The foreground application of running of mobile terminal is determined, and obtains the content to be displayed of the foreground application；The default disaggregated model based on machine learning corresponding to the foreground application is obtained, the default disaggregated model is obtained by the display content sample training of multiple known class, for determining the classification of display content；The content to be displayed is inputted into the default disaggregated model, and obtains the output result of the default disaggregated model；Target classification according to belonging to the output result determines the content to be displayed, the target display mode of the page to be shown belonging to the content to be displayed is determined according to the target classification.The technical scheme that the embodiment of the present application provides, the classification and display mode of application program display content can be accurately determined, application program can be achieved and shown automatically according to suitable display mode.
Description
Technical field
The invention relates to play control technology field, more particularly to a kind of mobile terminal application control method,
Device and storage medium and mobile terminal.
Background technology
With in the mobile terminals such as the development of mobile terminal technology, mobile phone, the species of installable application program and function are got over
Come more, provided convenience for the live and work of people, but general user is the touch-screen by finger in mobile terminal
Or physical button is operable to realize the control to mobile terminal application, it can not meet the growing individual character of people
Change, the demand for control of the mobile terminal of facilitation application.
The content of the invention
The embodiment of the present application provides a kind of control method, device and the storage medium and mobile terminal of mobile terminal application,
The control program of mobile terminal application can be optimized.
In a first aspect, the embodiment of the present application provides a kind of control method of mobile terminal application, including：
The foreground application of running of mobile terminal is determined, and obtains the content to be displayed of the foreground application；
Obtain the default disaggregated model based on machine learning corresponding to the foreground application, the default disaggregated model
Obtained by the display content sample training of multiple known class, for determining the classification of display content；
The content to be displayed is inputted into the default disaggregated model, and obtains the output of the default disaggregated model
As a result；
Target classification according to belonging to the output result determines the content to be displayed, determined according to the target classification
The target display mode of the page to be shown belonging to the content to be displayed.
In second aspect, the embodiment of the present application provides a kind of control device of mobile terminal application, including：
Content to be displayed acquisition module, for determining the foreground application of running of mobile terminal, and obtain the foreground
The content to be displayed of application program；
Default disaggregated model acquisition module, it is default based on machine learning corresponding to the foreground application for obtaining
Disaggregated model, the default disaggregated model are obtained by the display content sample training of multiple known class, for determining in display
The classification of appearance；
Output result acquisition module, for the content to be displayed to be inputted into the default disaggregated model, and obtain
The output result of the default disaggregated model；
Display mode determining module, for the target class belonging to determining the content to be displayed according to the output result
Not, the target display mode of the page to be shown belonging to the content to be displayed is determined according to the target classification.
The third aspect, the embodiment of the present application provide a kind of computer-readable recording medium, are stored thereon with computer journey
Sequence, the control method that the mobile terminal provided such as first aspect is applied is realized when the program is executed by processor.
In fourth aspect, the embodiment of the present application provides a kind of mobile terminal, including memory, processor and is stored in
The shifting that such as first aspect is provided is realized on reservoir and the computer program that can run on a processor, during the computing device
The control method of dynamic terminal applies.
The control program for the mobile terminal application that the embodiment of the present application provides, by the to be shown of the application program currently run
Content is inputted into default disaggregated model, the target classification according to belonging to output result determines content to be displayed, based on the mesh
Classification is marked to determine to show the target display mode of the page described in content to be displayed, wherein, default disaggregated model is to be based on engineering
The model of habit, the classification and display mode of display content can be accurately determined, application program can be achieved automatically according to suitable
Display mode shown.
Brief description of the drawings
Fig. 1 is a kind of flow chart of the control method for mobile terminal application that the embodiment of the present application provides；
Fig. 2 is the schematic diagram for the wechat graphic user interface that the embodiment of the present application provides；
Fig. 3 is the flow chart of the control method for another mobile terminal application that the embodiment of the present application provides；
Fig. 4 is another schematic diagram for the wechat graphic user interface that the embodiment of the present application provides；
Fig. 5 is another schematic diagram for the wechat graphic user interface that the embodiment of the present application provides；
Fig. 6 is the flow chart of the control method for another mobile terminal application that the embodiment of the present application provides；
Fig. 7 is a kind of structural representation of the control device for mobile terminal application that the embodiment of the present application provides；
Fig. 8 is a kind of structural representation for mobile terminal that the embodiment of the present application provides.
Embodiment
In order that the purpose, technical scheme and advantage of the application are clearer, below in conjunction with the accompanying drawings to the specific reality of the application
Example is applied to be described in further detail.It is understood that specific embodiment described herein is used only for explaining the application,
Rather than the restriction to the application.It also should be noted that for the ease of describing, illustrate only in accompanying drawing related to the application
Part rather than full content.It should be mentioned that some exemplary realities before exemplary embodiment is discussed in greater detail
Apply processing or method that example is described as describing as flow chart.Although operations (or step) are described as order by flow chart
Processing, but many of which operation can be implemented concurrently, concomitantly or simultaneously.In addition, the order of operations
It can be rearranged.The processing can be terminated when its operations are completed, it is also possible to being not included in accompanying drawing
Additional step.The processing can correspond to method, function, code, subroutine, subprogram etc..
Fig. 1 gives a kind of flow chart of the control method of mobile terminal application of the embodiment of the present application offer, this implementation
The method of example can be performed by the control device that mobile terminal is applied, and the device can be real by way of hardware and/or software
Existing, described device can be arranged on the inside of the mobile terminal as a mobile terminal part.Described in the embodiment of the present application
Mobile terminal includes but is not limited to the equipment such as mobile phone, tablet personal computer, notebook or server.
As shown in figure 1, the control method for the mobile terminal application that the present embodiment provides comprises the following steps：
Step 101, the foreground application for determining running of mobile terminal, and obtain the to be shown of the foreground application
Content.
The foreground application is the application program that the user that mobile terminal is currently run is operating, and background program
For after opening without using but still in the application program of operation.
Wherein, the content to be displayed can be all contents to be displayed in the affiliated page to be shown, or
Part content to be displayed.Exemplary, foreground application is wechat, and the page to be shown is the chat of user and each contact person
Message entry, then content to be displayed can be the chat message entries of the All Contacts in the page to be shown, or
The chat message entries of a contact person in the page to be shown, i.e., described content to be displayed can be the institute in the page to be shown
There is application message entry, or an application message entry in the page to be shown, wherein, the content to be displayed is bag
Include all application message entries still can be configured in advance including an application message bar.Fig. 2 gives the embodiment of the present application
The schematic diagram of the wechat graphic user interface of offer, as shown in Fig. 2 the content to be displayed can be chat message entries A, chat
Its message entry B, chat message entries C, chat message entries D and chat message entries E, or chat message entries A
Either B or C or D or E.
It is understood that the foreground application currently run is different, content to be displayed is also different.Exemplary, if
Foreground application is picture library, then content to be displayed is picture, if foreground application is novel reader, content to be displayed
For word.
Step 102, the default disaggregated model based on machine learning corresponding to the foreground application is obtained, it is described default
Disaggregated model is obtained by the display content sample training of multiple known class, for determining the classification of display content.
Wherein, the classification of display content can determine according to the species of application program, for example, for social class application journey
Sequence wechat, QQ, microblogging etc., the type of display content can be divided into the display content and include user's content interested and described
Display content does not include user's class of content two interested, in another example, for browser application, the type of display content can
To be divided into picture and the class of word two.
Optionally, the corresponding default disaggregated model based on machine learning of the foreground application that obtains includes：
The default classification based on machine learning corresponding to the foreground application is obtained from mobile terminal local or predetermined server
Model.Wherein, same type of application program can correspond to a default disaggregated model, can also an application program correspondence
One default disaggregated model.
Optionally, the default disaggregated model based on machine learning in the embodiment of the present application includes the mould based on neutral net
Type, for example, may include one or more convolutional neural networks layers in default disaggregated model, it may also include one or more activation letters
Several layers, it may also comprise one or more Recognition with Recurrent Neural Network layers.Initial model for training can be built based on neural network theory
It is vertical, the network number of plies or relevant parameter can also be pre-set based on experience.
Step 103, the content to be displayed inputted into the default disaggregated model, and obtain the default classification mould
The output result of type.
The output result of default disaggregated model is related to the function that default disaggregated model is realized in itself.Such as above-mentioned example, will
The chat message entries of one contact person are inputted into default disaggregated model, be can obtain output result and are included user for display content
Content interested or display content do not include user's content interested.
Step 104, the target classification according to belonging to the output result determines the content to be displayed, according to the target
Classification determines the target display mode of the page to be shown belonging to the content to be displayed.
The step can be for the output result to be defined as to the target type belonging to content to be displayed, according to the target
Classification determines the target display mode of the page to be shown belonging to the content to be displayed.
It can also include after this step：By the page to be shown belonging to the content to be displayed, according to the target
Display mode is shown.
The control method for the mobile terminal application that the present embodiment provides, by by the to be shown of the application program currently run
Content is inputted into default disaggregated model, the target classification according to belonging to output result determines content to be displayed, based on the mesh
Classification is marked to determine to show the target display mode of the page described in content to be displayed, wherein, default disaggregated model is to be based on engineering
The model of habit, the classification and display mode of display content can be accurately determined, application program can be achieved automatically according to suitable
Display mode shown.
Fig. 3 gives the flow chart of the control method of another mobile terminal application of the embodiment of the present application offer.Such as Fig. 3
Shown, the method that the present embodiment provides comprises the following steps：
Step 201, the foreground application for determining running of mobile terminal, and obtain the to be shown of the foreground application
Content.The foreground application can be social class application program.
Step 202, the default disaggregated model based on machine learning corresponding to the foreground application is obtained, it is described default
Disaggregated model is obtained by the display content sample training of multiple known class, for determining the classification of display content.
The training sample can be obtained in advance from other mobile terminals or server or from movement
The display content of the application program of terminal local collection and the display content generic determined according to the operation information of user
The training sample generated.
Exemplary, if application program is wechat, the page to be shown is the chat message entries of user and each contact person,
If detecting, user instructs slide sliding in the chat message entries currently shown, and user is finding target chat
, can be by the affiliated class of target chat message entries when the opening operation instruction of the target chat message entries is opened after message entry
It is not defined as comprising user's content interested, and can be using the target chat message entries and generic as default classification
One training sample of model.User can repeatedly carry out the operation and generate multiple training samples.Exemplary, the page to be shown
For circle of friends, if detect user delivered at certain under state entry when thumbing up operational order, this can have been delivered shape
The generic of state entry is defined as comprising user's content interested, and this can have been delivered into state entry and generic
A training sample as default disaggregated model.User can repeatedly carry out the operation and generate multiple training samples.
Step 203, the content to be displayed inputted into the default disaggregated model, and obtain the default classification mould
The output result of type.
Step 204, judge the output result whether be comprising user's content interested, if then perform step 205,
Otherwise step 206 is performed.
Step 205, determine that the target classification is comprising user's content interested, and determine belonging to content to be displayed
The display mode of the page to be shown is original display mode.
Exemplary, foreground application is wechat, and content to be displayed is or comprising user's chat messages interested
Entry, then the page to be shown is shown in a manner of original display, wherein the original display mode can be the aobvious of acquiescence
The tabular form for showing the chat message entries in mode, such as wechat to give tacit consent to is shown.
Step 206, determine that the target classification is not comprising user's content interested, and determine belonging to content to be displayed
The display mode of the page to be shown be thumbnail display mode.
Exemplary, foreground application is wechat, and content to be displayed is not or not comprising user's chat interested
Message entry, illustrate that user may need to operate the chat message entries in the page to be shown to find chat messages interested
Entry, then mobile terminal then shown the page to be shown with thumbnail display mode, can be with the page so to be shown
More chat message entries are shown, so as to user's fast searching to chat message entries interested.Exemplary, user's sense
The chat message entries of interest can be the chat message entries that chat content includes announcement information, if in another example user passes through recently
Some information of renting a house often are browsed, then chat message entries interested can be the chat message entries with the intermediary that rents a house.
Optionally, the foreground application is social class application program, described to determine to wait to show belonging to content to be displayed
Show the display mode of the page includes for thumbnail display mode：Determine that the application in the page to be shown belonging to content to be displayed disappears
The display mode of breath entry is thumbnail display mode, and the thumbnail display mode includes the whole page to be shown to contract
Thumbnail form is shown or the setting subregion of the page to be shown is shown with breviary diagram form, setting
Region can be the upper half subregion of mobile terminal display screen, lower half subregion, left half subregion either right half subregion or
Any subregion in display screen.Exemplary, Fig. 4 gives the another of the wechat graphic user interface of the embodiment of the present application offer
One schematic diagram, if as shown in figure 4, content to be displayed generic is not comprising user's content interested, it is whole to be shown
The page can be shown with thumbnail display mode, it is clear that more application messages can be shown by carrying out display with breviary diagram form
Entry.Fig. 5 gives another schematic diagram of the wechat graphic user interface of the embodiment of the present application offer, if as shown in figure 5, waiting to show
Show content generic be not comprising user's content interested, can be with the setting subregion of the page to be shown with breviary figure
Formula is shown.
The method that the present embodiment provides, if content to be displayed generic is comprising user's content interested, with original
Display mode carries out the display of the page to be shown belonging to content to be displayed, if classification described in content to be displayed is not comprising user
Content interested, then the display of the page to be shown belonging to content to be displayed is carried out with thumbnail display mode, can be with adaptive
The suitable display mode of the determination answered carries out the display of content to be displayed, improve the intelligent of mobile terminal application control and
Property.
Fig. 6 gives the flow chart of the control method of another mobile terminal application of the embodiment of the present application offer.Such as Fig. 6
Shown, the control method for the mobile terminal application that the present embodiment provides comprises the following steps：
Step 301, the multiple display contents for obtaining target type application program and each self-corresponding classification, will be described more
Individual display content and each self-corresponding classification are as training sample.
Default disaggregated model can be set based on the type of application program, and the application program of same type can correspond to one
Individual default disaggregated model.
The multiple display content and each self-corresponding classification can be obtained from other mobile terminals or server
The information prestored taken, or the history display content and the history of the user locally obtained from mobile terminal shows
Show the classification belonging to content.
Optionally, the step can include：In running of mobile terminal target class application program, present displayed content is obtained
And the classification belonging to according to user determining the present displayed content to the operation information of present displayed content；Will be described current
Classification belonging to display content and the present displayed content is as a training sample.User can be performed a plurality of times the operation and obtain
Multiple training samples.
Step 302, the training sample is trained, generates the default classification mould of the target type application program
Type.
Step 303, the foreground application for determining running of mobile terminal, and obtain the to be shown of the foreground application
Content.
Step 304, the default disaggregated model based on machine learning corresponding to the foreground application is obtained, it is described default
Disaggregated model is obtained by the display content sample training of multiple known class, for determining the classification of display content.
Step 305, the content to be displayed inputted into the default disaggregated model, and obtain the default classification mould
The output result of type.
Step 306, the target classification according to belonging to the output result determines the content to be displayed, according to the target
Classification determines the target display mode of the page to be shown belonging to the content to be displayed.
Step 307, by the page to be shown belonging to the content to be displayed, shown according to the target display mode
Show.The content to be displayed can be referred to as current display content after being shown.
Step 308, the classification update information for receiving the current display content that user inputs.
Step 309, display content and the classification update information at present fed back into the default disaggregated model, used
In the default disaggregated model is trained and updated.
User can be accustomed to classification corresponding to the current display content of input according to the classification of oneself and, as classification update information, move
Dynamic terminal presets current display content and classification update information in disaggregated model as new display content sample back value, in advance
If the new display content sample of equipment utilization where disaggregated model is trained and updated to default disaggregated model.Optionally, if
Default disaggregated model is local in mobile terminal, then can be mobile whole by the new display content sample back to mobile terminal
End is trained and updated to default disaggregated model；If default disaggregated model is in predetermined server, then can be by the eye
Action message and the output result update information feed back to predetermined server, and mobile terminal indicates server to default classification mould
Type is trained and updated.So setting is advantageous in that, believes according to the classification amendment of current display content and user's input
After breath is trained and updated to default disaggregated model, default disaggregated model can more be bonded the classification custom of terminal user,
Make the control to application display mode more intelligent and accurate.
The method that the present embodiment provides, by being used as according to the multiple display contents and each self-corresponding classification that get
Training sample is trained to obtain the default disaggregated model based on machine learning, is being determined using default disaggregated model in be shown
During classification belonging to holding, the classification update information that user is inputted to mobile terminal is fed back in default disaggregated model to pre-
If disaggregated model is trained and updated, default disaggregated model can be enable more to be bonded the classification custom of terminal user, made
Control to the display mode of application program is more intelligent and accurate.
A kind of structural representation of the control device for mobile terminal application that Fig. 7 provides for the embodiment of the present application, the device
It can be realized, be integrated in the terminal by software and/or hardware.As shown in fig. 7, the device includes content to be displayed acquisition module
41st, disaggregated model acquisition module 42, output result acquisition module 43 and display mode determining module 44 are preset.
The content to be displayed acquisition module 41, for determining the foreground application of running of mobile terminal, and obtain institute
State the content to be displayed of foreground application；
The default disaggregated model acquisition module 42, machine learning is based on corresponding to the foreground application for obtaining
Default disaggregated model, the default disaggregated model is obtained by the display content sample training of multiple known class, for determining
The classification of display content；
The output result acquisition module 43, for the content to be displayed to be inputted into the default disaggregated model,
And obtain the output result of the default disaggregated model；
The display mode determining module 44, for the mesh belonging to determining the content to be displayed according to the output result
Classification is marked, the target display mode of the page to be shown belonging to the content to be displayed is determined according to the target classification.
The device that the present embodiment provides, by the way that the content to be displayed for the application program currently run is inputted to default classification
In model, the target classification according to belonging to output result determines content to be displayed, determined based on the target classification in be shown
Hold the target display mode of the display page, wherein, default disaggregated model is the model based on machine learning, can be accurate
The classification and display mode of display content are determined, application program can be achieved and shown automatically according to suitable display mode.
Optionally, the default disaggregated model acquisition module is specifically used for：From mobile terminal local or predetermined server
Obtain the default disaggregated model based on machine learning corresponding to the foreground application.
Optionally, the classification of the display content includes comprising user's content interested and interested interior not comprising user
Hold, the display mode determining module is specifically used for：
If determine that the target classification is comprising user's content interested according to the output result, it is determined that described to treat
The display mode of the page to be shown belonging to display content is original display mode；
If determine that the target classification is not comprising user's content interested according to the output result, it is determined that described
The display mode of the page to be shown belonging to content to be displayed is thumbnail display mode；
Optionally, the foreground application is social class application program, described in the display mode determining module determination
The display mode of the page to be shown belonging to content to be displayed is that thumbnail display mode includes：
The display mode for determining the application message entry in the page to be shown belonging to the content to be displayed is thumbnail
Display mode, the thumbnail display mode are included the whole page to be shown and shown with breviary diagram form or described
The setting subregion of the page to be shown is shown with breviary diagram form.
Optionally, described device also includes：
Training sample acquisition module, for obtaining multiple display contents of target type application program and each self-corresponding
Classification, using the multiple display content and each self-corresponding classification as training sample；
Default disaggregated model generation module, for the training sample to be trained, generates the target type application
The default disaggregated model of program.
Optionally, the training sample acquisition module is specifically used for：
In running of mobile terminal target class application program, present displayed content is obtained and according to user to current display
The operation information of content determines the classification belonging to the present displayed content；
Using the classification belonging to the present displayed content and the present displayed content as a training sample.
Optionally, described device also includes：
Content to be displayed display module, for determining to wait to show belonging to the content to be displayed according to the target classification
After showing the target display mode of the page, by the page to be shown belonging to the content to be displayed, according to the target display side
Formula is shown；
Update information receiving module, the classification update information of the current display content for receiving user's input；
Default disaggregated model update module, for display content and the classification update information at present to be fed back into institute
Default disaggregated model is stated, for the default disaggregated model to be trained and updated.
The embodiment of the present application also provides a kind of storage medium for including computer executable instructions, and the computer can perform
Instruct when being performed by computer processor for performing a kind of control method of mobile terminal application, this method includes：
The foreground application of running of mobile terminal is determined, and obtains the content to be displayed of the foreground application；
Obtain the default disaggregated model based on machine learning corresponding to the foreground application, the default disaggregated model
Obtained by the display content sample training of multiple known class, for determining the classification of display content；
The content to be displayed is inputted into the default disaggregated model, and obtains the output of the default disaggregated model
As a result；
Target classification according to belonging to the output result determines the content to be displayed, determined according to the target classification
The target display mode of the page to be shown belonging to the content to be displayed.
Storage medium --- any various types of memory devices or storage device.Term " storage medium " is intended to wrap
Include：Install medium, such as CD-ROM, floppy disk or magnetic tape equipment；Computer system memory or random access memory, such as
DRAM, DDR RAM, SRAM, EDO RAM, blue Bath (Rambus) RAM etc.；Nonvolatile memory, such as flash memory, magnetizing mediums
(such as hard disk or optical storage)；Memory component of register or other similar types etc..Storage medium can also include other
The memory of type or its combination.In addition, storage medium can be located at program in the first computer system being wherein performed,
Or can be located in different second computer systems, second computer system is connected to the by network (such as internet)
One computer system.Second computer system can provide programmed instruction and be used to perform to the first computer." storage is situated between term
Matter " can include may reside within diverse location two of (such as in different computer systems by network connection) or
More storage mediums.Storage medium can store the programmed instruction that can be performed by one or more processors and (such as implement
For computer program).
Certainly, a kind of storage medium for including computer executable instructions that the embodiment of the present application is provided, its computer
The control operation for the mobile terminal application that executable instruction is not limited to the described above, can also carry out the application any embodiment institute
Associative operation in the control method of the mobile terminal application of offer.
The embodiment of the present application provides a kind of mobile terminal, and the mobile terminal can include the application any embodiment and provide
Mobile terminal application control device.Fig. 8 is a kind of structural representation for mobile terminal that the embodiment of the present application provides, and is such as schemed
Shown in 8, the mobile terminal can include：Memory 501, central processing unit (Central Processing Unit, CPU) 502
(also known as processor, hereinafter referred to as CPU), the memory 501, for storing executable program code；The processor 502 is logical
Cross and read the executable program code that is stored in the memory 501 to run journey corresponding with the executable program code
Sequence, for performing：The foreground application of running of mobile terminal is determined, and obtains the to be shown interior of the foreground application
Hold；The default disaggregated model based on machine learning corresponding to the foreground application is obtained, the default disaggregated model is by more
The display content sample training of individual known class obtains, for determining the classification of display content；The content to be displayed is inputted
Into the default disaggregated model, and obtain the output result of the default disaggregated model；Institute is determined according to the output result
The target classification belonging to content to be displayed is stated, the page to be shown belonging to the content to be displayed is determined according to the target classification
Target display mode.
The mobile terminal also includes：Peripheral Interface 503, RF (Radio Frequency, radio frequency) circuit 505, audio-frequency electric
Road 506, loudspeaker 511, power management chip 508, input/output (I/O) subsystem 509, touch-screen 512, other input/controls
Control equipment 510 and outside port 504, these parts are communicated by one or more communication bus or signal wire 507.
It should be understood that diagram mobile terminal 500 is only an example of mobile terminal, and mobile terminal 500
Can have than more or less parts shown in figure, can combine two or more parts, or can be with
Configured with different parts.Various parts shown in figure can be including one or more signal transactings and/or special
Hardware, software including integrated circuit are realized in the combination of hardware and software.
Below with regard to the present embodiment provide be used for control application mobile terminal be described in detail, the mobile terminal with
Exemplified by mobile phone.
Memory 501, the memory 501 can be accessed by CPU502, Peripheral Interface 503 etc., and the memory 501 can
Including high-speed random access memory, can also include nonvolatile memory, such as one or more disk memories,
Flush memory device or other volatile solid-state parts.
The input of equipment and output peripheral hardware can be connected to CPU502 and deposited by Peripheral Interface 503, the Peripheral Interface 503
Reservoir 501.
I/O subsystems 509, the I/O subsystems 509 can be by the input/output peripherals in equipment, such as touch-screen 512
With other input/control devicess 510, Peripheral Interface 503 is connected to.I/O subsystems 509 can include the He of display controller 5091
For controlling one or more input controllers 5092 of other input/control devicess 510.Wherein, one or more input controls
Device 5092 processed receives electric signal from other input/control devicess 510 or sends electric signal to other input/control devicess 510,
Other input/control devicess 510 can include physical button (pressing button, rocker buttons etc.), dial, slide switch, behaviour
Vertical pole, click on roller.What deserves to be explained is input controller 5092 can with it is following any one be connected：Keyboard, infrared port,
The instruction equipment of USB interface and such as mouse.
Touch-screen 512, the touch-screen 512 are the input interface and output interface between user terminal and user, can
It can include figure, text, icon, video etc. to user, visual output depending on output display.
Display controller 5091 in I/O subsystems 509 receives electric signal from touch-screen 512 or sent out to touch-screen 512
Electric signals.Touch-screen 512 detects the contact on touch-screen, and the contact detected is converted to and shown by display controller 5091
The interaction of user interface object on touch-screen 512, that is, realize man-machine interaction, the user interface being shown on touch-screen 512
Icon that object can be the icon of running game, be networked to corresponding network etc..What deserves to be explained is equipment can also include light
Mouse, light mouse is not show the touch sensitive surface visually exported, or the extension of the touch sensitive surface formed by touch-screen.
RF circuits 505, it is mainly used in establishing the communication of mobile phone and wireless network (i.e. network side), realizes mobile phone and wireless network
The data receiver of network and transmission.Such as transmitting-receiving short message, Email etc..Specifically, RF circuits 505 receive and send RF letters
Number, RF signals are also referred to as electromagnetic signal, and RF circuits 505 convert electrical signals to electromagnetic signal or electromagnetic signal is converted into telecommunications
Number, and communicated by the electromagnetic signal with communication network and other equipment.RF circuits 505 can include being used to perform
The known circuit of these functions, it includes but is not limited to antenna system, RF transceivers, one or more amplifiers, tuner, one
Individual or multiple oscillators, digital signal processor, CODEC (COder-DECoder, coder) chipset, user identify mould
Block (Subscriber Identity Module, SIM) etc..
Voicefrequency circuit 506, it is mainly used in receiving voice data from Peripheral Interface 503, the voice data is converted into telecommunications
Number, and the electric signal is sent to loudspeaker 511.
Loudspeaker 511, for the voice signal for receiving mobile phone from wireless network by RF circuits 505, it is reduced to sound
And play the sound to user.
Power management chip 508, the hardware for being connected by CPU502, I/O subsystem and Peripheral Interface 503 are supplied
Electricity and power management.
Control device, storage medium and the terminal of the mobile terminal application provided in above-described embodiment can perform the application and appoint
The control method for the mobile terminal application that meaning embodiment is provided, possess and perform the corresponding functional module of this method and beneficial to effect
Fruit.Not ins and outs of detailed description in the above-described embodiments, reference can be made to the mobile terminal that the application any embodiment is provided
The control method of application.
The technical principle that above are only the preferred embodiment of the application and used.The application is not limited to spy described here
Determine embodiment, the various significant changes that can carry out for a person skilled in the art, readjust and substitute all without departing from
The protection domain of the application.Therefore, although being described in further detail by above example to the application, this Shen
Above example please be not limited only to, in the case where not departing from the application design, other more equivalence enforcements can also be included
Example, and scope of the present application is determined by the scope of claim.
Claims (10)
- A kind of 1. control method of mobile terminal application, it is characterised in that including：The foreground application of running of mobile terminal is determined, and obtains the content to be displayed of the foreground application；The default disaggregated model based on machine learning corresponding to the foreground application is obtained, the default disaggregated model is by more The display content sample training of individual known class obtains, for determining the classification of display content；The content to be displayed is inputted into the default disaggregated model, and obtains the output knot of the default disaggregated model Fruit；Target classification according to belonging to the output result determines the content to be displayed, according to described in target classification determination The target display mode of the page to be shown belonging to content to be displayed.
- 2. according to the method for claim 1, it is characterised in that described obtain is based on machine corresponding to the foreground application The default disaggregated model of device study includes：It is corresponding that the foreground application is obtained from mobile terminal local or predetermined server The default disaggregated model based on machine learning.
- 3. according to the method for claim 1, it is characterised in that the classification of the display content includes interested comprising user Content and not comprising user's content of interest, the target according to belonging to the output result determines the content to be displayed Classification, the target display mode of the page to be shown belonging to the content to be displayed is determined according to the target classification to be included：If determine that the target classification is comprising user's content interested according to the output result, it is determined that described to be shown The display mode of the page to be shown belonging to content is original display mode；If determine that the target classification is not comprising user's content interested according to the output result, it is determined that described to wait to show The display mode for showing the page to be shown belonging to content is thumbnail display mode.
- 4. according to the method for claim 3, it is characterised in that the foreground application is social class application program, institute State and determine that the display mode of the page to be shown belonging to the content to be displayed includes for thumbnail display mode：Determine that the display mode of the application message entry in the page to be shown belonging to the content to be displayed shows for thumbnail Mode, the thumbnail display mode are included the whole page to be shown and are shown with breviary diagram form or described wait to show Show that the setting subregion of the page is shown with breviary diagram form.
- 5. according to the method for claim 1, it is characterised in that methods described also includes：Obtain target type application program multiple display contents and each self-corresponding classification, by the multiple display content with And each self-corresponding classification is as training sample；The training sample is trained, generates the default disaggregated model of the target type application program.
- 6. according to the method for claim 5, it is characterised in that in the multiple displays for obtaining target type application program Appearance and each self-corresponding classification, the multiple display content and each self-corresponding classification are included as training sample：In running of mobile terminal target class application program, present displayed content is obtained and according to user to present displayed content Operation information determine classification belonging to the present displayed content；Using the classification belonging to the present displayed content and the present displayed content as a training sample.
- 7. according to the method described in claim any one of 1-6, it is characterised in that treated according to described in target classification determination After the target display mode of the page to be shown belonging to display content, in addition to：By the page to be shown belonging to the content to be displayed, shown according to the target display mode；Receive the classification update information of the current display content of user's input；Display content and the classification update information at present are fed back into the default disaggregated model, for described default Disaggregated model is trained and updated.
- A kind of 8. control device of mobile terminal application, it is characterised in that including：Content to be displayed acquisition module, for determining the foreground application of running of mobile terminal, and obtain the foreground application The content to be displayed of program；Default disaggregated model acquisition module, for obtaining the default classification based on machine learning corresponding to the foreground application Model, the default disaggregated model is obtained by the display content sample training of multiple known class, for determining display content Classification；Output result acquisition module, for the content to be displayed to be inputted into the default disaggregated model, and described in acquisition The output result of default disaggregated model；Display mode determining module, for the target classification belonging to determining the content to be displayed according to the output result, press The target display mode of the page to be shown belonging to the content to be displayed is determined according to the target classification.
- 9. a kind of computer-readable recording medium, is stored thereon with computer program, it is characterised in that the program is held by processor The control method of the mobile terminal application as described in any in claim 1-7 is realized during row.
- 10. a kind of mobile terminal, including memory, processor and storage are on a memory and the calculating that can run on a processor Machine program, it is characterised in that realized described in the computing device during computer program as described in any in claim 1-7 The control method of mobile terminal application.
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| CN201710938996.4A CN107678823A (en) | 2017-09-30 | 2017-09-30 | Control method, device and the storage medium and mobile terminal of mobile terminal application |
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| CN112631537A (en) * | 2020-12-30 | 2021-04-09 | 上海联影医疗科技股份有限公司 | Remote data display method and device, electronic equipment and storage medium |
| CN113419699A (en) * | 2021-06-30 | 2021-09-21 | 京东方科技集团股份有限公司 | Display control method and related equipment |
| US11397590B2 (en) | 2018-05-10 | 2022-07-26 | Guangdong Oppo Mobile Telecommunications Corp., Ltd. | Method for preloading application, storage medium, and terminal |
| US11442747B2 (en) | 2018-05-10 | 2022-09-13 | Guangdong Oppo Mobile Telecommunications Corp., Ltd. | Method for establishing applications-to-be preloaded prediction model based on preorder usage sequence of foreground application, storage medium, and terminal |
| US11467855B2 (en) | 2018-06-05 | 2022-10-11 | Guangdong Oppo Mobile Telecommunications Corp., Ltd. | Application preloading method and device, storage medium and terminal |
| CN115237317A (en) * | 2022-06-13 | 2022-10-25 | 北京达佳互联信息技术有限公司 | Data display method and device, electronic equipment and storage medium |
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Application publication date: 20180209 |