CN107645685A - Information processing method, device, terminal device and storage medium - Google Patents
Information processing method, device, terminal device and storage medium Download PDFInfo
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- CN107645685A CN107645685A CN201710868731.1A CN201710868731A CN107645685A CN 107645685 A CN107645685 A CN 107645685A CN 201710868731 A CN201710868731 A CN 201710868731A CN 107645685 A CN107645685 A CN 107645685A
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Abstract
The embodiment of the present application discloses a kind of information processing method, device, terminal device and storage medium, and this method includes, when detecting that terminal device carries out source of sound broadcasting, obtaining the first audio-frequency information corresponding to the source of sound；The data message with user-association is obtained, garbled data collection corresponding to the user is determined according to the data message；The current barrage data for preparing display are obtained, are screened to obtain barrage information according to barrage data described in the garbled data set pair；By the barrage presentation of information in terminal device.This programme causes the efficiency of terminal device display information to improve, and the content for a purpose of display information is stronger, reduces the interference to user.
Description
Technical field
The invention relates to computer technology, more particularly to a kind of information processing method, device, terminal device and deposit
Storage media.
Background technology
With the raising of terminal device popularity, increasing user's using terminal equipment performs various work(
Can be to meet self-demand, such as using terminal equipment reads word, watches video, listen music, play game.When user is using
When terminal device sees video (such as film, TV play), live content or listens music, in order to increase the participation of user and lifting
The usage experience of user, can on terminal device screen simultaneous display barrage information, the barrage information is watches the video, live
The individualized content that user inputs when inside perhaps listening same music.
In the prior art, the processing existing defects of the individualized content inputted to users such as barrages are, it is necessary to improve.
The content of the invention
The invention provides a kind of information processing method, device, terminal device and storage medium so that terminal device is shown
The efficiency of information improves, and the content for a purpose of display information is stronger, reduces the interference to user.
In a first aspect, the embodiment of the present application provides a kind of information processing method, including：
The data message with user-association is obtained, garbled data corresponding to the user is determined according to the data message
Collection；
The current barrage data for preparing display are obtained, according to barrage data described in the garbled data set pair screen
To barrage information；
By the barrage presentation of information in terminal device.
Second aspect, the embodiment of the present application additionally provide a kind of information processor, including：
Acquisition module, for obtaining the data message with user-association；
Data set determining module, for determining garbled data collection corresponding to the user according to the data message；
Screening module, for obtaining the current barrage data for preparing display, according to barrage described in the garbled data set pair
Data are screened to obtain barrage information；
Display module, for by the barrage presentation of information in terminal device.
The third aspect, the embodiment of the present application additionally provide a kind of terminal device, including：Processor, memory and storage
On a memory and the computer program that can run on a processor, realized such as during computer program described in the computing device
Information processing method described in the embodiment of the present application.
Fourth aspect, the embodiment of the present application additionally provide a kind of storage medium for including terminal device executable instruction, institute
Terminal device executable instruction is stated when by terminal device computing device for performing the information described in the embodiment of the present application
Reason method.
In this programme, the data message according to user-association carries out the determination of garbled data collection, and determined according to this
The barrage that garbled data set pair will be shown is filtered so that the efficiency of terminal device display information improves, display information
Content for a purpose is stronger, reduces the interference to user.
Brief description of the drawings
By reading the detailed description made to non-limiting example made with reference to the following drawings, of the invention is other
Feature, objects and advantages will become more apparent upon：
Fig. 1 is a kind of flow chart for information processing method that the embodiment of the present application provides；
Fig. 2 is the flow chart for another information processing method that the embodiment of the present application provides；
Fig. 3 is the flow chart for another information processing method that the embodiment of the present application provides；
Fig. 4 is the flow chart for another information processing method that the embodiment of the present application provides；
Fig. 5 is a kind of structured flowchart for information processor that the embodiment of the present application provides；
Fig. 6 is a kind of structural representation for terminal device that the embodiment of the present application provides.
Embodiment
The present invention is described in further detail with reference to the accompanying drawings and examples.It is understood that this place is retouched
The specific embodiment stated is used to explain the present invention, rather than limitation of the invention.It also should be noted that for the ease of retouching
State, part related to the present invention rather than entire infrastructure are illustrate only in accompanying drawing.
Fig. 1 is a kind of flow chart for information processing method that the embodiment of the present application provides, and the present embodiment is applicable to user
The situation of terminal device display information when using terminal equipment viewing video, audio, live content, this method can be by the application
The terminal device that embodiment provides performs, and the information processor of the terminal device can be by the way of software and/or hardware
Realize, as shown in figure 1, the concrete scheme that the present embodiment provides is as follows：
Step S101, the data message of acquisition and user-association, determined according to the data message corresponding to the user
Garbled data collection.
When user's using terminal equipment (smart mobile phone, tablet personal computer, desktop computer) carry out video (film, TV play),
When audio (song) or live viewing, (delay) it can show that oneself and online friend send in real time in the display interface of terminal device
Barrage, user significantly increases by reading, sending the property of participation of barrage itself.Due to barrage content randomness and
The different viewpoints of different crowd cause barrage content not necessarily user's needs, for sole user, it is understood that there may be
A large amount of useless barrages, are unfavorable for the perception of user, are also unfavorable for user and find the barrage for oneself wanting to see.
In one embodiment, before terminal device shows barrage, the data message with user-association is obtained, according to institute
State data message and determine garbled data collection corresponding to the user.Wherein, and the data message of user-association includes terminal device
Usage record, the attribute information of user and the text information etc. of user's typing the data letter that personalized can characterize active user
Breath.Wherein, the usage record can be obtained by preset interface, and the usage record includes video playback record, audio plays record
Or at least one of web page browsing record；The attribute information of the user is included in sex, occupation or the preferred contents of user
At least one, it can be determined according to the geographical position of the terminal device and map data information；The words input information includes using
At least one of search information, barrage text information or comment information of family typing, it can be touched detecting words input event
Send out the record to sending out words input information.After the data message of user-association is got, institute is determined according to the data message
State garbled data collection corresponding to user.
In one embodiment, determine that garbled data collection includes corresponding to user according to data message：According to the data
Information and the determination of the mapping table of storage and garbled data collection corresponding to the user.Exemplary, can be to data message
The content of middle record carries out keyword extraction and obtains multiple keywords, according to the multiple keywords and mapping table extracted
It is determined that with user corresponding to garbled data collection.Wherein, mapping table record has subject content corresponding to different keywords, the master
Topic content can include different life themes, such as move class, diet class, trip class；The subject content can also include difference
Professional themes, such as lawyer's class, programmer's class, official documents and correspondence class；The subject content can also include different age themes, such as children
Class, young class, adult class, old class etc.；The subject content can also include different region themes, such as Beijing, Shanghai, wide
State, Hebei, Shanxi etc..Wherein, different themes and each self-corresponding one or more keywords are have recorded in mapping table,
Exemplary, it is as shown in the table：
Table 1
Wherein, can be by above-mentioned mapping table with true after keyword corresponding to the data message determination of foundation user-association
Determine one or more themes corresponding to data message to produce according to specific user as garbled data collection, i.e. garbled data collection,
Include the one or more themes for meeting user's request.In one embodiment, the data message determination pair according to user-association
The keyword answered includes：Using the data message as input, it is input in the machine learning model that training obtains with output table
Levy the keyword of user view.Exemplary, when the data message of user-association is the usage record of terminal device, such as make
When including cartoon, child's story with the video playback record recorded in record, it can be obtained pair by the machine learning model
The keyword answered includes children, and then determines that the theme that garbled data is concentrated includes children's class.Wherein, the machine learning model
It can be learnt by supervised, non-supervisory formula learns, semi-supervised learning or intensified learning obtain, the algorithm bag used in learning process
Include：Regression algorithm, the algorithm of Case-based Reasoning, regularization algorithm, decision Tree algorithms, bayesian algorithm, the algorithm based on core, cluster
Algorithm, association rule algorithm, artificial neural network algorithm, deep learning algorithm and reduction dimension algorithm etc..In an implementation
In example, mapping table sends to terminal device after being generated by server and stored, so that terminal device closes according to user
Garbled data collection corresponding to the data message determination of connection, exemplary, the mapping table is passed through to mass data by server
Sample is learnt to obtain, and one or more keywords corresponding to each theme and each theme are established by learning training.
Step S102, the current barrage data for preparing display are obtained, according to barrage data described in the garbled data set pair
Screened to obtain barrage information.
Wherein, the current barrage data for preparing display include the bullet that the other terminal devices for the collection that server is sent upload
Curtain data, different user can input barrage data in using terminal device procedures, and to upload onto the server, server is playing
During corresponding audio frequency and video can in real time or timesharing by barrage data distributing into the terminal device for watching the audio/video information
To carry out the display of barrage data.In one embodiment, when it is determined that with user corresponding to garbled data collection after, obtain current accurate
The barrage data of standby display, wherein, the barrage data can synchronously download to obtain in audio and video resources downloading process.
After the barrage data of pre-display are got, prepare the barrage data of display according to the garbled data set pair determined
Screened, in one embodiment, screened to obtain barrage letter according to barrage data described in the garbled data set pair
Before breath, in addition to：Whether detection intelligent screening event is triggered, if it is, according to the garbled data collection alignment determined
The barrage data of standby display are screened.Wherein, the intelligent screening event can be grasped by receiving click of the user to pre-set button
Trigger.In another embodiment, screened to obtain barrage letter according to barrage data described in the garbled data set pair
Before breath, in addition to：Detection prepares the data volume of the barrage data of display, when data volume is more than preset data amount, according to really
The barrage data that the garbled data set pair made prepares display are screened.Wherein, the preset data amount can be the unit interval
Such as the barrage quantity of terminal device screen display in 3 seconds, 5 seconds or 8 seconds, as needed to show 100 barrage data in 5 seconds, then according to
The barrage data for preparing display according to the garbled data set pair determined are screened.
In one embodiment, screened to obtain barrage packet according to barrage data described in the garbled data set pair
Include：Remove the garbled data matched in barrage data and concentrate the data content for needing to remove.Exemplary, garbled data is concentrated
The characteristic key words of the barrage data of removal in need can be recorded, when the barrage packet for detecting preparation display contains this feature
During keyword, this barrage data are deleted.Wherein, characteristic key words can be bad term.Garbled data is concentrated also
The particular subject of the barrage data of removal in need can be recorded, feature extraction is carried out to every barrage data for preparing display,
To determine whether to meet the particular subject that garbled data is concentrated, it is in the presence of a barrage data in the barrage data as prepared display
" 666666 ", then feature extraction is carried out to this barrage and obtains its barrage data for a repetition numerical character, if screening
The particular subject for repeating numerical character in data set be present, then this barrage is removed, shown without barrage.
In another embodiment, it is described to be screened to obtain barrage according to barrage data described in the garbled data set pair
Information includes：Each self-corresponding subject information is determined according to the barrage data, according to the subject information and the screening
The subject content of data centralized recording is screened to obtain barrage information to the barrage data.Exemplary, it is current to prepare to show
The barrage data shown by n bars, wherein, using each barrage data as the input of machine learning training pattern, obtain accordingly
For respective subject information as output, the machine learning training pattern can be trained by great amount of samples by server
Acquistion is arrived, and can be learnt by supervised, the study of non-supervisory formula, semi-supervised learning or intensified learning obtain, and is used in learning process
Algorithm include：Regression algorithm, the algorithm of Case-based Reasoning, regularization algorithm, decision Tree algorithms, bayesian algorithm, based on core
Algorithm, clustering algorithm, association rule algorithm, artificial neural network algorithm, deep learning algorithm and reduction dimension algorithm etc..When
After determining subject information corresponding to every barrage data, inquiry garbled data collection carries out subject information and garbled data concentrates note
The matching of the subject content of record, the barrage data screening that the match is successful is out formed into barrage information to be shown.
In one embodiment, determined and the use according to the data message and the mapping table of storage described
Before garbled data collection corresponding to family, in addition to：Determine that mapping is closed according to the display information of screen and the point selection operation of user
It is table, and is stored.In the embodiment, establishing for mapping table can generate according to the point selection operation of user, exemplary,
Before not screened to barrage data, terminal device normally shows barrage data, when barrage data are shown in touch-screen,
User can be interested in oneself barrage clicked on, carry out machine learning by the barrage clicked on to user is closed with generating mapping
It is table.For example, when user is live in viewing NBA, a barrage on " Jordon " is shown in display screen, is such as used
Family is paid special attention to the event of basketball star Jordon, then can click on this barrage information, now accordingly on backstage to the click
Event is handled, and generation/addition keyword " Jordon " maps to " basketball "/" motion " accordingly into mapping table
Theme.
Step S103, by the barrage presentation of information in terminal device.
When user watches audio frequency and video in using terminal equipment, barrage information can be as the broadcasting of audio frequency and video be in display screen
Accordingly shown.In one embodiment, the untreated barrage data for preparing display are screened to obtain barrage information,
The barrage information is included in terminal device according to preset format, the barrage data not being screened out are according to normal display situation
It has been shown that, preset format includes barrage color, barrage transparency, barrage font size, barrage duration and barrage movement
At least one of speed.In one embodiment, when preset format is barrage color, the barrage information filtered out is arranged to
Bright-colored (such as yellow, green, red) is shown；When preset format is barrage transparency, the barrage that will not be screened out
It is arranged to transparent, the barrage transparency information filtered out is arranged to 0, i.e., without transparent setting；Preset format is font size
When, the barrage information font filtered out is arranged to 1.5 times of the font for the barrage not being screened out；Preset format is held for barrage
During the continuous time, be arranged to 2 times of the font for the barrage not being screened out the barrage information duration filtered out；Preset format
For barrage translational speed when, the barrage information duration filtered out is arranged to the translational speed one of the barrage not being screened out
Half, that is, the translational speed of the barrage information filtered out is slower than the barrage data not being screened out.Pass through above-mentioned setting so that screening
The barrage information display effect gone out is more prominent, is easy to user to read so that user can grab itself sense in finite time
The information content of interest.
As shown in the above, when user's using terminal equipment carry out audio frequency and video viewing when, video display picture with
And audio the lyrics or front cover carry out barrage display when, to prepare display barrage data screen, foundation in screening process
The data message of specific user's association carries out the reasonable screening of barrage data, and most screens the barrage presentation of information drawn at last and exist
In terminal device so that the efficiency of terminal device display information improves, and the content for a purpose of display information is stronger, reduce to
The interference at family.
Fig. 2 is the flow chart for another information processing method that the embodiment of the present application provides, optionally, the acquisition and use
The data message of family association, determines that garbled data collection includes corresponding to the user according to the data message：Connect by default
Mouth obtains and the usage record of the terminal device of user-association, and the usage record includes video playback record, audio broadcasting note
At least one of record or web page browsing record, the usage record is recorded in each self-corresponding application program；According to described in
Video playback record, the audio play at least one of record or web page browsing record and determined corresponding to the user
Garbled data collection.As shown in Fig. 2 technical scheme is specific as follows：
Step S201, preset interface acquisition and the usage record of the terminal device of user-association, the usage record are passed through
At least one of record or web page browsing record are played including video playback record, audio.
Terminal device in addition to telephony feature, user can also using terminal equipment viewing video (such as film, short-movie), listen to
Music and the news that surfs the web.In one embodiment, user open a terminal equipment application program to perform corresponding function,
Videoconference client viewing film is such as opened, browser is opened and browses webpage, starts music client end and listen to music, when user is opening
After dynamic application program, the use operation that application program can be to user records, and such as plays the title of film, listens to the name of music
Claim, browse content of webpage etc., in the embodiment, pass through the making in operation of application program in preset interface acquisition terminal device
With record, garbled data collection is determined according to the usage record, wherein, the preset interface, which can be that the Android set is general, to be connect
Mouthful, it can also be and sub-interface inside the monitoring callback interface or constructed fuction of addition is set.In one embodiment, can be with
One record sheet is set, by record sheet storage in memory, when user's using terminal equipment, the usage record of user entered
Row storage.
Step S202, played according to video playback record, the audio in record or web page browsing record
At least one and storage mapping table determination and garbled data collection corresponding to the user.
In one embodiment, can by being recorded to video playback, audio play record and web page browsing record carry out
Keyword extraction, it is exemplary, the statistical language model based on semanteme, the Chinese key extraction based on High Dimensional Clustering Analysis can be used
Algorithm or the Chinese key extraction algorithm progress keyword extraction based on disjunctive model.The keyword obtained according to extraction is reflecting
The keyword recorded in relation table is penetrated to be matched, if the match is successful, keyword pair in the mapping table that will match to
The theme answered obtains garbled data collection as screening theme, for subsequently being screened to barrage data.
Step S203, the current barrage data for preparing display are obtained, each self-corresponding master is determined according to the barrage data
Inscribe information.
Step S204, according to the subject content of the subject information and the garbled data centralized recording to the barrage
Data are screened to obtain barrage information.
Step S205, the barrage information is included in terminal device according to preset format.
From the foregoing, this programme, when being screened to barrage data, the usage record according to subscriber terminal equipment is made
To determine the foundation of garbled data collection, and the usage record characterizes routine use custom, the content of concern of user, thus makes
The selection result is more close to the users demand, specific aim is stronger.
Fig. 3 is the flow chart for another information processing method that the embodiment of the present application provides, optionally, the acquisition and use
The data message of family association, determines that garbled data collection includes corresponding to the user according to the data message：Acquisition and user
The customer attribute information of association, the customer attribute information include at least one of sex, occupation or preferred contents of user,
The customer attribute information determines according to the geographical position of the terminal device and map data information；According to the user's
At least one of sex, occupation or preferred contents determine garbled data collection corresponding to the user.As shown in figure 3, technical side
Case is specific as follows：
Step S301, the customer attribute information of acquisition and user-association, sex of the customer attribute information including user,
At least one of occupation or preferred contents.
In one embodiment, the user property can log in, noted in downloading process by user when using website or store
The information that volume is filled in determines.In another embodiment, the user property can according to the geographical position of the terminal device and
Map data information determines.Wherein geographical position can be determined by the gps data of terminal device, such as obtain terminal by gps data
The latitude and longitude information of equipment, record has the locale data of different longitude and latitude in map datum, and the longitude and latitude of the terminal device is believed
Breath is mapped to the place that can obtain in map datum residing for terminal device, at the same time, can also exist further combined with terminal device
Temporal information during corresponding places is finally to determine user property.Exemplary, such as the geographical position of terminal device is remembered
Record, determines that terminal device present position is office building, then it is white collar duty that can assert the user when the working time on weekdays
Member；Determine that terminal device present position is that market, cosmetics shop then determine that the sex of the user is female when day off or night
Deng；When the place where determining user per weekend all includes gymnasium, it may be determined that the user preference content is body-building.
Step S302, according at least one of the sex of the user, occupation or preferred contents and the mapping of storage
Relation table determination and garbled data collection corresponding to the user.
In one embodiment, record has subject content corresponding to different attribute information in the mapping table, such as maps
Record has different sexes, occupation, one or more subject contents corresponding to preferred contents in relation table, according to the use determined
Sex, occupation and the preferred contents at family are matched to obtain one or more themes corresponding to user as garbled data collection.
Exemplary, mapping relations are as shown in the table：
Table 2
| Theme collection a | Sex m | Age a2 | Professional a3 | ...... |
| Theme collection b | Sex f | Age b2 | Professional b3 | ...... |
| Theme collection c | Sex m | Age c2 | Professional c3 | ...... |
Step S303, the current barrage data for preparing display are obtained, each self-corresponding master is determined according to the barrage data
Inscribe information.
Step S304, according to the subject content of the subject information and the garbled data centralized recording to the barrage
Data are screened to obtain barrage information.
Step S305, the barrage information is included in terminal device according to preset format.
From the foregoing, according to the attribute information of user itself to determine garbled data collection, the data that are filtered out according to this
The screening that collection carries out barrage data finally gives barrage information, and the barrage information can take preset format to highlight to distinguish
In common barrage so that user has found oneself barrage content for meeting self attributes demand interested the very first time, avoids
The problem of a large amount of useless barrage interference users read.
Fig. 4 is the flow chart for another information processing method that the embodiment of the present application provides, optionally, the acquisition and use
The data message of family association, determines that garbled data collection includes corresponding to the user according to the data message：Detect word
After the triggering of typing event, the text information of user's typing is recorded, the words input information includes searching for user's typing
At least one of rope information, barrage text information or comment information；Search information, barrage word according to user's typing
At least one of information or comment information determine garbled data collection corresponding to the user.As shown in figure 4, technical scheme is specific
It is as follows：
Step S401, after detecting the triggering of words input event, the text information of user's typing is recorded, the text
Word typing information includes at least one of search information, barrage text information or comment information of user's typing.
In one embodiment, the words input event can by terminal device the system integration or installation input method journey
Sequence triggers, i.e., user triggers words input event when needing typing word to call input method procedure, as user need to input it is short
When letter, search content, words input event is triggered, and the text information of user's typing is recorded.The word packet includes
At least one of search information, barrage text information or comment information of user's typing.
Step S402, according at least one in the search information of user's typing, barrage text information or comment information
Kind and the mapping table of storage determine garbled data collection corresponding to the user.
In one embodiment, can by carrying out keyword extraction to search information, barrage text information or comment information,
Exemplary, the statistical language model based on semanteme, the Chinese key extraction algorithm based on High Dimensional Clustering Analysis can be used or be based on
The Chinese key extraction algorithm of disjunctive model carries out keyword extraction.According to the obtained keyword of extraction with mapping table
The keyword of middle record is matched, if the match is successful, theme corresponding to keyword in the mapping table that will match to
Garbled data collection is obtained as screening theme, for subsequently being screened to barrage data.
Step S403, the current barrage data for preparing display are obtained, each self-corresponding master is determined according to the barrage data
Inscribe information.
Step S404, according to the subject content of the subject information and the garbled data centralized recording to the barrage
Data are screened to obtain barrage information.
Step S405, the barrage information is included in terminal device according to preset format.
From the foregoing, when user is in using terminal equipment, the text information of user's typing is recorded, and passes through
The text information determines the garbled data collection corresponding to user and then completes the screening of barrage data so that obtained barrage information
Specific aim is stronger, meanwhile, determine that the acquisition increase of the initial data (text information) of garbled data collection is convenient, improve at information
Manage efficiency.
Fig. 5 is a kind of structured flowchart for information processor that the embodiment of the present application provides, and the device is above-mentioned for performing
The information processing method that embodiment provides, possesses the corresponding functional module of execution method and beneficial effect.As shown in figure 5, the dress
Put and specifically include：Acquisition module 101, data set determining module 102, screening module 103 and display module 104.
Wherein, acquisition module 101 be used for obtain and user-association data message, data set determining module 102 be used for according to
Garbled data collection corresponding to the user is determined according to the data message.
In one embodiment, before terminal device shows barrage, the data message with user-association is obtained, according to institute
State data message and determine garbled data collection corresponding to the user.Wherein, and the data message of user-association includes terminal device
Usage record, the attribute information of user and the text information etc. of user's typing the data letter that personalized can characterize active user
Breath.Wherein, the usage record can be obtained by preset interface, and the usage record includes video playback record, audio plays record
Or at least one of web page browsing record；The attribute information of the user is included in sex, occupation or the preferred contents of user
At least one, it can be determined according to the geographical position of the terminal device and map data information；The words input information includes using
At least one of search information, barrage text information or comment information of family typing, it can be touched detecting words input event
Send out the record to sending out words input information.After the data message of user-association is got, institute is determined according to the data message
State garbled data collection corresponding to user.
In one embodiment, determine that garbled data collection includes corresponding to user according to data message：According to the data
Information and the determination of the mapping table of storage and garbled data collection corresponding to the user.Exemplary, can be to data message
The content of middle record carries out keyword extraction and obtains multiple keywords, according to the multiple keywords and mapping table extracted
It is determined that with user corresponding to garbled data collection.Wherein, mapping table record has subject content corresponding to different keywords, the master
Topic content can include different life themes, such as move class, diet class, trip class；The subject content can also include difference
Professional themes, such as lawyer's class, programmer's class, official documents and correspondence class；The subject content can also include different age themes, such as children
Class, young class, adult class, old class etc.；The subject content can also include different region themes, such as Beijing, Shanghai, wide
State, Hebei, Shanxi etc..
Wherein, can be by above-mentioned mapping table with true after keyword corresponding to the data message determination of foundation user-association
Determine one or more themes corresponding to data message to produce according to specific user as garbled data collection, i.e. garbled data collection,
Include the one or more themes for meeting user's request.In one embodiment, the data message determination pair according to user-association
The keyword answered includes：Using the data message as input, it is input in the machine learning model that training obtains with output table
Levy the keyword of user view.Exemplary, when the data message of user-association is the usage record of terminal device, such as make
When including cartoon, child's story with the video playback record recorded in record, it can be obtained pair by the machine learning model
The keyword answered includes children, and then determines that the theme that garbled data is concentrated includes children's class.Wherein, the machine learning model
It can be learnt by supervised, non-supervisory formula learns, semi-supervised learning or intensified learning obtain, the algorithm bag used in learning process
Include：Regression algorithm, the algorithm of Case-based Reasoning, regularization algorithm, decision Tree algorithms, bayesian algorithm, the algorithm based on core, cluster
Algorithm, association rule algorithm, artificial neural network algorithm, deep learning algorithm and reduction dimension algorithm etc..In an implementation
In example, mapping table sends to terminal device after being generated by server and stored, so that terminal device closes according to user
Garbled data collection corresponding to the data message determination of connection, exemplary, the mapping table is passed through to mass data by server
Sample is learnt to obtain, and one or more keywords corresponding to each theme and each theme are established by learning training.
Screening module 103, for obtaining the current barrage data for preparing display, according to bullet described in the garbled data set pair
Curtain data are screened to obtain barrage information.
Wherein, the current barrage data for preparing display include the bullet that the other terminal devices for the collection that server is sent upload
Curtain data, different user can input barrage data in using terminal device procedures, and to upload onto the server, server is playing
During corresponding audio frequency and video can in real time or timesharing by barrage data distributing into the terminal device for watching the audio/video information
To carry out the display of barrage data.In one embodiment, when it is determined that with user corresponding to garbled data collection after, obtain current accurate
The barrage data of standby display, wherein, the barrage data can synchronously download to obtain in audio and video resources downloading process.
After the barrage data of pre-display are got, prepare the barrage data of display according to the garbled data set pair determined
Screened, in one embodiment, screened to obtain barrage letter according to barrage data described in the garbled data set pair
Before breath, in addition to：Whether detection intelligent screening event is triggered, if it is, according to the garbled data collection alignment determined
The barrage data of standby display are screened.Wherein, the intelligent screening event can be grasped by receiving click of the user to pre-set button
Trigger.In another embodiment, screened to obtain barrage letter according to barrage data described in the garbled data set pair
Before breath, in addition to：Detection prepares the data volume of the barrage data of display, when data volume is more than preset data amount, according to really
The barrage data that the garbled data set pair made prepares display are screened.Wherein, the preset data amount can be the unit interval
Such as the barrage quantity of terminal device screen display in 3 seconds, 5 seconds or 8 seconds, as needed to show 100 barrage data in 5 seconds, then according to
The barrage data for preparing display according to the garbled data set pair determined are screened.
In one embodiment, screened to obtain barrage packet according to barrage data described in the garbled data set pair
Include：Remove the garbled data matched in barrage data and concentrate the data content for needing to remove.Exemplary, garbled data is concentrated
The characteristic key words of the barrage data of removal in need can be recorded, when the barrage packet for detecting preparation display contains this feature
During keyword, this barrage data are deleted.Wherein, characteristic key words can be bad term.Garbled data is concentrated also
The particular subject of the barrage data of removal in need can be recorded, feature extraction is carried out to every barrage data for preparing display,
To determine whether to meet the particular subject that garbled data is concentrated, it is in the presence of a barrage data in the barrage data as prepared display
" 666666 ", then feature extraction is carried out to this barrage and obtains its barrage data for a repetition numerical character, if screening
The particular subject for repeating numerical character in data set be present, then this barrage is removed, shown without barrage.
In another embodiment, it is described to be screened to obtain barrage according to barrage data described in the garbled data set pair
Information includes：Each self-corresponding subject information is determined according to the barrage data, according to the subject information and the screening
The subject content of data centralized recording is screened to obtain barrage information to the barrage data.Exemplary, it is current to prepare to show
The barrage data shown by n bars, wherein, using each barrage data as the input of machine learning training pattern, obtain accordingly
For respective subject information as output, the machine learning training pattern can be trained by great amount of samples by server
Acquistion is arrived, and can be learnt by supervised, the study of non-supervisory formula, semi-supervised learning or intensified learning obtain, and is used in learning process
Algorithm include：Regression algorithm, the algorithm of Case-based Reasoning, regularization algorithm, decision Tree algorithms, bayesian algorithm, based on core
Algorithm, clustering algorithm, association rule algorithm, artificial neural network algorithm, deep learning algorithm and reduction dimension algorithm etc..When
After determining subject information corresponding to every barrage data, inquiry garbled data collection carries out subject information and garbled data concentrates note
The matching of the subject content of record, the barrage data screening that the match is successful is out formed into barrage information to be shown.
In one embodiment, determined and the use according to the data message and the mapping table of storage described
Before garbled data collection corresponding to family, in addition to：Determine that mapping is closed according to the display information of screen and the point selection operation of user
It is table, and is stored.In the embodiment, establishing for mapping table can generate according to the point selection operation of user, exemplary,
Before not screened to barrage data, terminal device normally shows barrage data, when barrage data are shown in touch-screen,
User can be interested in oneself barrage clicked on, carry out machine learning by the barrage clicked on to user is closed with generating mapping
It is table.
In another embodiment, described according to the data message and the determination of the mapping table of storage and described
Before garbled data collection corresponding to live content, in addition to：Determined according to the display information of screen and the point selection operation of user
Mapping table, and stored.In the embodiment, establishing for mapping table can generate according to the point selection operation of user, show
Example property, before not screened to barrage data, terminal device normally shows barrage data, when barrage data are shown in touch
When in screen, the barrage that user can be interested in oneself is clicked on, and machine learning is carried out with life by the barrage clicked on to user
Into mapping table.For example, when user is live in viewing NBA, one is shown on " Jordon " in display screen
Barrage, as user pays special attention to the event of basketball star Jordon, then this barrage information can be clicked on, now accordingly on backstage
The click event is handled, generation/addition keyword " Jordon " maps to " basket accordingly into mapping table
Ball "/" motion " theme.
Display module 104, for by the barrage presentation of information in terminal device.
When user watches audio frequency and video in using terminal equipment, barrage information can be as the broadcasting of audio frequency and video be in display screen
Accordingly shown.In one embodiment, the untreated barrage data for preparing display are screened to obtain barrage information,
The barrage information is included in terminal device according to preset format, the barrage data not being screened out are according to normal display situation
It has been shown that, preset format includes barrage color, barrage transparency, barrage font size, barrage duration and barrage movement
At least one of speed.In one embodiment, when preset format is barrage color, the barrage information filtered out is arranged to
Bright-colored (such as yellow, green, red) is shown；When preset format is barrage transparency, the barrage that will not be screened out
It is arranged to transparent, the barrage transparency information filtered out is arranged to 0, i.e., without transparent setting；Preset format is font size
When, the barrage information font filtered out is arranged to 1.5 times of the font for the barrage not being screened out；Preset format is held for barrage
During the continuous time, be arranged to 2 times of the font for the barrage not being screened out the barrage information duration filtered out；Preset format
For barrage translational speed when, the barrage information duration filtered out is arranged to the translational speed one of the barrage not being screened out
Half, that is, the translational speed of the barrage information filtered out is slower than the barrage data not being screened out.Pass through above-mentioned setting so that screening
The barrage information display effect gone out is more prominent, is easy to user to read so that user can grab itself sense in finite time
The information content of interest.
As shown in the above, when user's using terminal equipment carry out audio frequency and video viewing when, video display picture with
And audio the lyrics or front cover carry out barrage display when, to prepare display barrage data screen, foundation in screening process
The data message of specific user's association carries out the reasonable screening of barrage data, and most screens the barrage presentation of information drawn at last and exist
In terminal device so that the efficiency of terminal device display information improves, and the content for a purpose of display information is stronger, reduce to
The interference at family.
In a possible embodiment, the data set determining module 102 is specifically used for：
According to garbled data collection corresponding to the data message and the determination of the mapping table of storage and the user；
The data set determining module 102 is additionally operable to：
Described number is screened according to corresponding to the data message and the determination of the mapping table of storage and the user
Before collection, mapping table is determined according to the display information of screen and the point selection operation of user, and stored.
In a possible embodiment, the acquisition module 101 is specifically used for：
Obtained by preset interface and the usage record of the terminal device of user-association, the usage record are broadcast including video
Put record, audio play record or web page browsing record at least one of, the usage record be recorded in it is each it is self-corresponding should
With in program；
The data set determining module 102 is specifically used for：According to the video playback record, the audio play record or
At least one of described web page browsing record determines garbled data collection corresponding to the user.
In a possible embodiment, the acquisition module 101 is specifically used for：
Obtain and the customer attribute information of user-association, the customer attribute information include the sex of user, occupation or inclined
At least one of good content, geographical position and map data information of the customer attribute information according to the terminal device
It is determined that；
The data set determining module 102 is specifically used for：According in the sex of the user, occupation or preferred contents extremely
Garbled data collection corresponding to a kind of few determination user.
In a possible embodiment, the acquisition module 101 is specifically used for：
After detecting the triggering of words input event, the text information of user's typing is recorded, the words input letter
Breath includes at least one of search information, barrage text information or comment information of user's typing；
The data set determining module 102 is specifically used for：Search information, barrage text information according to user's typing
Or at least one of comment information determines garbled data collection corresponding to the user.
In a possible embodiment, the screening module 103 is specifically used for：
Each self-corresponding subject information is determined according to the barrage data, according to the subject information and the screening number
The barrage data are screened to obtain barrage information according to the subject content of centralized recording.
In a possible embodiment, the display module 104 is specifically used for：
By the barrage information according to preset format include in terminal device, the preset format include barrage color,
At least one of barrage transparency, barrage font size, barrage duration and barrage translational speed.
The present embodiment provides a kind of terminal device on the basis of the various embodiments described above, and Fig. 6 is that the embodiment of the present application carries
The structural representation of a kind of terminal device supplied, as shown in fig. 6, the terminal device 200 includes：Memory 201, processor
(Central Processing Unit, CPU) 202, Peripheral Interface 203, RF (Radio Frequency, radio frequency) circuit 205,
Voicefrequency circuit 206, loudspeaker 211, power management chip 208, input/output (I/O) subsystem 209, touch-screen 212, other
Input/control devices 210 and outside port 204, these parts are led to by one or more communication bus or signal wire 207
Letter.
It should be understood that graphic terminal 200 is only an example of terminal device, and terminal device 200
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.
The terminal device for being used to open the rights management of application more that the present embodiment provides is described in detail below, should
Terminal device is by taking smart mobile phone as an example.
Memory 201, the memory 201 can be accessed by CPU202, Peripheral Interface 203 etc., and the memory 201 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 CPU202 and deposited by Peripheral Interface 203, the Peripheral Interface 203
Reservoir 201.
I/O subsystems 209, the I/O subsystems 209 can be by the input/output peripherals in equipment, such as touch-screen 212
With other input/control devicess 210, Peripheral Interface 203 is connected to.I/O subsystems 209 can include the He of display controller 2091
For controlling one or more input controllers 2092 of other input/control devicess 210.Wherein, one or more input controls
Device 2092 processed receives electric signal from other input/control devicess 210 or sends electric signal to other input/control devicess 210,
Other input/control devicess 210 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 2092 can with it is following any one be connected：Keyboard, infrared port,
The instruction equipment of USB interface and such as mouse.
Touch-screen 212, the touch-screen 212 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 2091 in I/O subsystems 209 receives electric signal from touch-screen 212 or sent out to touch-screen 212
Electric signals.Touch-screen 212 detects the contact on touch-screen, and the contact detected is converted to and shown by display controller 2091
The interaction of user interface object on touch-screen 212, that is, realize man-machine interaction, the user interface being shown on touch-screen 212
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 205, 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 205 receive and send RF letters
Number, RF signals are also referred to as electromagnetic signal, and RF circuits 205 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 205 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 206, it is mainly used in receiving voice data from Peripheral Interface 203, the voice data is converted into telecommunications
Number, and the electric signal is sent to loudspeaker 211.
Loudspeaker 211, for the voice signal for receiving mobile phone from wireless network by RF circuits 205, it is reduced to sound
And play the sound to user.
Power management chip 208, the hardware for being connected by CPU202, I/O subsystem and Peripheral Interface are powered
And power management.
The executable present invention of the information processor and terminal device of the terminal device provided in above-described embodiment is any real
The information processing method for the terminal device that example is provided is applied, possesses and performs the corresponding functional module of this method and beneficial effect.Not
The ins and outs of detailed description in the above-described embodiments, reference can be made to the information for the terminal device that any embodiment of the present invention is provided
Processing method.
The embodiment of the present application also provides a kind of storage medium for including terminal device executable instruction, and the terminal device can
Execute instruction is used to perform a kind of information processing method when by terminal device computing device, and this method includes：
The data message with user-association is obtained, garbled data corresponding to the user is determined according to the data message
Collection；
The current barrage data for preparing display are obtained, according to barrage data described in the garbled data set pair screen
To barrage information；
By the barrage presentation of information in terminal device.
In a possible embodiment, it is described to determine garbled data collection corresponding to the user according to the data message
Including：
According to garbled data collection corresponding to the data message and the determination of the mapping table of storage and the user；
Accordingly, described according to corresponding to the data message and the determination of the mapping table of storage and the user
Before garbled data collection, in addition to：
Mapping table is determined according to the display information of screen and the point selection operation of user, and is stored.
In a possible embodiment, the data message of the acquisition and user-association, it is true according to the data message
Garbled data collection corresponding to the fixed user includes：
Obtained by preset interface and the usage record of the terminal device of user-association, the usage record are broadcast including video
Put record, audio play record or web page browsing record at least one of, the usage record be recorded in it is each it is self-corresponding should
With in program；
At least one of record or web page browsing record are played according to video playback record, the audio really
Garbled data collection corresponding to the fixed user.
In a possible embodiment, the data message of the acquisition and user-association, it is true according to the data message
Garbled data collection corresponding to the fixed user includes：
Obtain and the customer attribute information of user-association, the customer attribute information include the sex of user, occupation or inclined
At least one of good content, geographical position and map data information of the customer attribute information according to the terminal device
It is determined that；
Determine to screen number corresponding to the user according at least one of the sex of the user, occupation or preferred contents
According to collection.
In a possible embodiment, the data message of the acquisition and user-association, it is true according to the data message
Garbled data collection corresponding to the fixed user includes：
After detecting the triggering of words input event, the text information of user's typing is recorded, the words input letter
Breath includes at least one of search information, barrage text information or comment information of user's typing；
According to described in the determination of at least one of the search information of user's typing, barrage text information or comment information
Garbled data collection corresponding to user.
In a possible embodiment, it is described to be screened to obtain according to barrage data described in the garbled data set pair
Barrage information includes：
Each self-corresponding subject information is determined according to the barrage data, according to the subject information and the screening number
The barrage data are screened to obtain barrage information according to the subject content of centralized recording.
In a possible embodiment, it is described to include the barrage presentation of information in terminal device：
By the barrage information according to preset format include in terminal device, the preset format include barrage color,
At least one of barrage transparency, barrage font size, barrage duration and barrage translational speed.
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 information processing method operation that executable instruction is not limited to the described above, can also carry out what any embodiment of the present invention was provided
Associative operation in information processing method.
Pay attention to, above are only presently preferred embodiments of the present invention and institute's application technology principle.It will be appreciated by those skilled in the art that
The invention is not restricted to specific embodiment described here, can carry out for a person skilled in the art various obvious changes,
Readjust and substitute without departing from protection scope of the present invention.Therefore, although being carried out by above example to the present invention
It is described in further detail, but the present invention is not limited only to above example, without departing from the inventive concept, also
Other more equivalent embodiments can be included, and the scope of the present invention is determined by scope of the appended claims.
Claims (10)
- A kind of 1. information processing method, it is characterised in that including：The data message with user-association is obtained, garbled data collection corresponding to the user is determined according to the data message；The current barrage data for preparing display are obtained, are screened to obtain bullet according to barrage data described in the garbled data set pair Curtain information；By the barrage presentation of information in terminal device.
- 2. according to the method for claim 1, it is characterised in that described to determine that the user is corresponding according to the data message Garbled data collection include：According to garbled data collection corresponding to the data message and the determination of the mapping table of storage and the user；Accordingly, described according to screening corresponding to the data message and the determination of the mapping table of storage and the user Before data set, in addition to：Mapping table is determined according to the display information of screen and the point selection operation of user, and is stored.
- 3. according to the method for claim 2, it is characterised in that the data message of the acquisition and user-association, according to institute State data message and determine that garbled data collection includes corresponding to the user：Obtained by preset interface and the usage record of the terminal device of user-association, the usage record are remembered including video playback Record, audio play at least one of record or web page browsing record, and the usage record, which is recorded in, each self-corresponding applies journey In sequence；At least one of record or web page browsing record, which are played, according to video playback record, the audio determines institute State garbled data collection corresponding to user.
- 4. according to the method for claim 2, it is characterised in that the data message of the acquisition and user-association, according to institute State data message and determine that garbled data collection includes corresponding to the user：Obtain and the customer attribute information of user-association, the customer attribute information are included in sex, occupation or the preference of user At least one of hold, the customer attribute information is true according to the geographical position of the terminal device and map data information It is fixed；Garbled data corresponding to the user is determined according at least one of the sex of the user, occupation or preferred contents Collection.
- 5. according to the method for claim 2, it is characterised in that the data message of the acquisition and user-association, according to institute State data message and determine that garbled data collection includes corresponding to the user：After detecting the triggering of words input event, the text information of user's typing is recorded, the words input packet Include at least one of search information, barrage text information or comment information of user's typing；The user is determined according at least one of the search information of user's typing, barrage text information or comment information Corresponding garbled data collection.
- 6. according to the method any one of claim 1-5, it is characterised in that described according to the garbled data set pair institute Stating barrage data and being screened to obtain barrage information includes：Each self-corresponding subject information is determined according to the barrage data, according to the subject information and the garbled data collection The subject content of middle record is screened to obtain barrage information to the barrage data.
- 7. according to the method any one of claim 1-5, it is characterised in that it is described by the barrage presentation of information at end End equipment includes：The barrage information is included in terminal device according to preset format, the preset format includes barrage color, barrage At least one of transparency, barrage font size, barrage duration and barrage translational speed.
- A kind of 8. information processor, it is characterised in that including：Acquisition module, for obtaining the data message with user-association；Data set determining module, for determining garbled data collection corresponding to the user according to the data message；Screening module, for obtaining the current barrage data for preparing display, according to barrage data described in the garbled data set pair Screened to obtain barrage information；Display module, for by the barrage presentation of information in terminal device.
- 9. a kind of terminal device, including：Processor, memory and storage are on a memory and the meter that can run on a processor Calculation machine program, it is characterised in that realized described in the computing device during computer program such as any one of claim 1-7 institutes The information processing method stated.
- A kind of 10. storage medium for including terminal device executable instruction, it is characterised in that the terminal device executable instruction As information processing method during terminal device computing device for execution as any one of claim 1-7.
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| CN201710868731.1A CN107645685A (en) | 2017-09-22 | 2017-09-22 | Information processing method, device, terminal device and storage medium |
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| CN201710868731.1A CN107645685A (en) | 2017-09-22 | 2017-09-22 | Information processing method, device, terminal device and storage medium |
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| CN111479169A (en) * | 2020-04-17 | 2020-07-31 | 广州华多网络科技有限公司 | Video comment display method, electronic equipment and computer storage medium |
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Application publication date: 20180130 |