CN107566897A - A kind of discrimination method, device and the electronic equipment of video brush amount - Google Patents
A kind of discrimination method, device and the electronic equipment of video brush amount Download PDFInfo
- Publication number
- CN107566897A CN107566897A CN201710588810.7A CN201710588810A CN107566897A CN 107566897 A CN107566897 A CN 107566897A CN 201710588810 A CN201710588810 A CN 201710588810A CN 107566897 A CN107566897 A CN 107566897A
- Authority
- CN
- China
- Prior art keywords
- page
- video
- clicking rate
- broadcasting
- amount
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Landscapes
- Two-Way Televisions, Distribution Of Moving Picture Or The Like (AREA)
- Testing, Inspecting, Measuring Of Stereoscopic Televisions And Televisions (AREA)
Abstract
The embodiments of the invention provide a kind of discrimination method, device and the electronic equipment of video brush amount, wherein, this method includes:Obtain the page viewing number of video page in predetermined period and click on page amount;It will click on page amount and make business with page viewing number, obtain page clicking rate corresponding to video page;Obtain the broadcasting end source for playing video page;When page clicking rate reaches the first preparatory condition corresponding to page clicking rate and broadcasting end source reaches the second preparatory condition corresponding to broadcasting end source, the broadcasting of video page is differentiated and played for brush amount.By discrimination method, device and the electronic equipment of video brush amount provided in an embodiment of the present invention, discriminating video brush amount more fully hereinafter can be realized.
Description
Technical field
The present invention relates to web technologies field, is set more particularly to a kind of discrimination method, device and the electronics of video brush amount
It is standby.
Background technology
The behavior of movie and television play brush amount in whole industry generally existing, forms a whole set of complete industrial chain.Movie and television play
Brush amount behavior refers to utilizing improper means, improves the data of movie and television play viewing amount, reach the behavior of certain commercial object.But
That the means being purely not involved in by machine or the other users in addition to operator carry out brush amount, be it is a kind of through and through
Malice fake.In order to avoid this malice imitation behavior, differentiate that collection of drama brush amount seems more and more important.
This video brush amount discrimination method corresponding to movie and television play brush amount at present, often according to IP Address
Video is identified in the data such as the different user number of (Internet Protocol Address, Internet protocol address), viewing
Brush amount behavior, whether for example, be some IP address for concentrating according to the IP address that uses of viewing video, or viewing video is
It is not some specific users are differentiated whether be brush amount.Current this video brush amount discrimination method can identify use
The IP address of concentration or the video brush amount that video is watched by some specific users.However, inventor is realizing the present invention
During find, at least there are the following problems for prior art:
The discrimination method of current this collection of drama brush amount is only capable of identifying using the IP address concentrated or by specific
Some users watch the video brush amount of video, and discriminating is limited in scope.
The content of the invention
The purpose of the embodiment of the present invention is to provide a kind of discrimination method, device and the electronic equipment of video brush amount, with reality
Now differentiate video brush amount behavior more fully hereinafter.Concrete technical scheme is as follows:
In a first aspect, the embodiments of the invention provide a kind of discrimination method of video brush amount, including:
Obtain the page viewing number of video page in predetermined period and click on page amount;
The click page amount and page viewing number are made into business, the page corresponding to the video page is obtained and clicks on
Rate;
Obtain the broadcasting end source for playing the video page;
Reach the first preparatory condition corresponding to the page clicking rate and the broadcasting end source in the page clicking rate
When reaching the second preparatory condition corresponding to the broadcasting end source, the broadcasting of the video page is differentiated and played for brush amount.
Optionally, methods described also includes:
Judge whether page viewing number is more than first corresponding to page viewing number corresponding to the video page
Threshold value;
When page viewing number is more than first threshold corresponding to page viewing number corresponding to the video page,
Judge whether page clicking rate corresponding to the video page is less than Second Threshold corresponding to the page clicking rate;
When page clicking rate corresponding to the video page is less than Second Threshold corresponding to page clicking rate, it is determined that described
Page clicking rate reaches the first preparatory condition corresponding to the page clicking rate;
Judge whether the ratio in the broadcasting end source of the video page shared by PC PC ends is more than preset ratio;
When the ratio shared by PC PC ends in the broadcasting end source of the video page is more than preset ratio, it is determined that
The broadcasting end source reaches the second preparatory condition corresponding to the broadcasting end source.
Optionally, it is described to reach the first preparatory condition and institute corresponding to the page clicking rate in the page clicking rate
State when playing end source and reaching the second preparatory condition corresponding to the broadcasting end source, the broadcasting of the video page is differentiated be
Brush amount plays, including:
When the first preparatory condition corresponding to the page clicking rate reaches the page clicking rate, the video page is determined
The broadcasting in face plays for doubtful brush amount;
When it is described broadcasting end source reach it is described broadcasting end source corresponding to the second preparatory condition when, determine that doubtful brush amount is broadcast
The broadcasting for the video page put plays for brush amount.
Optionally, the broadcasting end source for obtaining the broadcasting video page, including:
Obtain page address corresponding to the video page;
Page video information corresponding to the video page is inquired about by the page address;
The broadcasting end source of the video page is obtained from the page video information.
Optionally, differentiate in the broadcasting by the video page and played for brush amount, afterwards, methods described also includes:
Feed back the page video information of the video page.
Second aspect, the embodiments of the invention provide a kind of identification device of video brush amount, including:
First acquisition module, the page for obtaining video page in predetermined period watch number and click on page amount;
Computing module, for the click page amount and page viewing number to be made into business, obtain the video page
Corresponding page clicking rate;
Second acquisition module, the broadcasting end source of the video page is played for obtaining;
Identification module, for the page clicking rate reach the first preparatory condition corresponding to the page clicking rate and
When the broadcasting end source reaches the second preparatory condition corresponding to the broadcasting end source, the broadcasting of the video page is differentiated
Played for brush amount.
Optionally, described device also includes:
First judge module, for judging whether page viewing number is more than page sight corresponding to the video page
See first threshold corresponding to number;
Second judge module, for being more than page viewing number when page viewing number corresponding to the video page
During corresponding first threshold, judge whether page clicking rate corresponding to the video page is less than corresponding to the page clicking rate
Second Threshold;
First determining module, for being less than when page clicking rate corresponding to the video page the corresponding to page clicking rate
During two threshold values, determine that the page clicking rate reaches the first preparatory condition corresponding to the page clicking rate;
3rd judge module, for judging the ratio played in the source of end shared by PC PC ends of the video page
Whether preset ratio is more than;
Second determining module is big for the ratio played in the source of end shared by PC PC ends when the video page
When preset ratio, determine that the broadcasting end source reaches the second preparatory condition corresponding to the broadcasting end source.
Optionally, the identification module includes:
First determination sub-module, for reaching the first default bar corresponding to the page clicking rate when the page clicking rate
During part, determine that the broadcasting of the video page plays for doubtful brush amount;
Second determination sub-module, for reaching the second default bar corresponding to the broadcasting end source when the broadcasting end source
During part, determine that the broadcasting for the video page that doubtful brush amount plays plays for brush amount.
Optionally, second acquisition module, including:
First acquisition submodule, for obtaining page address corresponding to the video page;
Submodule is inquired about, for inquiring about page video information corresponding to the video page by the page address;
Second acquisition submodule, for obtaining the broadcasting end source of the video page from the page video information.
Optionally, described device is additionally operable to feed back the page video information of the video page.
The third aspect, the embodiments of the invention provide a kind of electronic equipment, including processor, communication interface, memory and
Communication bus, wherein, the processor, the communication interface, the memory is completed mutual by the communication bus
Communication;
The memory, for depositing computer program;
The processor, during for performing the program deposited on the memory, realize the method described in first aspect
Step.
At the another aspect that the present invention is implemented, a kind of computer-readable recording medium is additionally provided, it is described computer-readable
Instruction is stored with storage medium, when run on a computer so that computer performs the side described in above-mentioned first aspect
Method.
At the another aspect that the present invention is implemented, the embodiment of the present invention additionally provides a kind of computer program production comprising instruction
Product, when run on a computer so that computer performs the method described in above-mentioned first aspect.
Discrimination method, device and the electronic equipment of a kind of video brush amount provided in an embodiment of the present invention, can be obtained default
The page viewing number and click page amount of video page in cycle;The click page amount makees business with page viewing number, obtains
To page clicking rate corresponding to video page;Obtain the broadcasting end source for playing video page;In page clicking rate and play end
When source meets condition, the broadcasting of video page is differentiated and played for brush amount.The mirror of video brush amount provided in an embodiment of the present invention
In other method, apparatus and electronic equipment, determine whether the broadcasting of video page is brush by page clicking rate and broadcasting end source
Amount plays, and can also differentiate for the brush amount behavior that IP is more dispersed, user disperses, for example, passing through a large amount of different IP
Or a large amount of different users carry out the behavior of brush amount.So realize and differentiate video brush amount behavior more fully hereinafter.Certainly, implement
Any product or method of the present invention must be not necessarily required to reach all the above advantage simultaneously.
Brief description of the drawings
In order to illustrate more clearly about the embodiment of the present invention or technical scheme of the prior art, below will be to embodiment or existing
There is the required accompanying drawing used in technology description to be briefly described.
Fig. 1 is the flow chart of the discrimination method of video brush amount provided in an embodiment of the present invention;
Fig. 2 is the flow chart of specific embodiment provided in an embodiment of the present invention;
Fig. 3 is the schematic diagram that PC ends proportion in the source of end is played in the embodiment of the present invention;
Fig. 4 is the flow chart of feedback page video information in the embodiment of the present invention;
Fig. 5 is the structural representation of the identification device of video brush amount provided in an embodiment of the present invention;
Fig. 6 is the structural representation of electronic equipment provided in an embodiment of the present invention.
Embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is described.
In order to differentiate video brush amount, prior art is usually according to spies such as the IP for accessing video, the different user numbers watched
Sign carries out differentiating video brush amount behavior.But the form of video brush amount is varied, by existing this according to access video
IP, characteristic differentiation video brush amount, the discriminating such as different user number of viewing be limited in scope, for IP is more dispersed, user disperses
The behavior of brush amount can not be differentiated, for example, the row to carrying out brush amount by a large amount of different IP or a large amount of different users
Can not just to be differentiated.
Therefore, in order to expand the discriminating scope of video brush amount, realize and differentiate video brush amount behavior more fully hereinafter, the present invention
Embodiment provides a kind of discrimination method of video brush amount.Specifically, by determining the feature of video page:Page clicking rate and
Play end source, and then according to corresponding to whether page clicking rate reaches page clicking rate the first preparatory condition and play end come
Source whether reach the broadcasting end source corresponding to the second preparatory condition, differentiate video page broadcasting whether be brush amount play.Such as
This, the discrimination method of video brush amount provided in an embodiment of the present invention can supplement the mirror for differentiating video brush amount method in the prior art
Other scope, for example, can differentiate to the behavior for carrying out brush amount by a large amount of different IP or a large amount of different users.Can
Finally to expand the discriminating scope of video brush amount, realize and differentiate video brush amount more fully hereinafter.
Fig. 1 is the flow chart of the discrimination method of video brush amount provided in an embodiment of the present invention, and reference picture 1 is implemented to the present invention
The discrimination method for the video brush amount that example provides is described in detail, and this method includes:
Step 101, obtain the page viewing number of video page in predetermined period and click on page amount.
Method provided in an embodiment of the present invention can apply to electronic equipment.Specifically, the electronic equipment can be desk-top
Computer, portable computer, intelligent mobile terminal etc.;Acquisition of information can be sent to application server by electronic equipment please
Ask, number is watched by the page got in predetermined period and clicks on the information such as page amount, to differentiate the current video page
Whether it is that brush amount plays.
In another embodiment provided by the invention, this method provided in an embodiment of the present invention can also be applied directly to should
With in server, application server watches number and click by obtaining the page of the required video page differentiated in predetermined period
The information such as page amount, to differentiate whether the broadcasting of the video page is that brush amount plays, so differentiating the broadcasting of the video page
When playing for brush amount, it is easy to take measures on customs clearance in time, eliminates this brush amount imitation behavior in time, one is built well for user
Video-see atmosphere.
It should be noted that the predetermined period in the embodiment of the present invention, the period that can be set as needed, tool
Body can be set and be adjusted as needed.In addition, the video page being related in the embodiment of the present invention, refers to need to reflect
Other video playback page, belongs to video page to be identified.
The page viewing number being related in the embodiment of the present invention, can be referred to as pv (page view, page browsing again
Amount).Page viewing number can be obtained by statistics.Specifically, monitor or filter can be set, the clothes of the overall situation are set
Business device end variable, video page are accessed once, and the global server end variable adds 1, can so count to obtain video page
The corresponding page watches number.
The click page amount being related in the embodiment of the present invention, it can be understood as click on the number of the page, be referred to as
" content of pages and blank click total degree by mouse and keyboard ".Specifically, any function button or blank space of current page
By the mouse-click of any user once or keyboard carry out a control operation, can all cause the click page amount increase by 1.This hair
In a kind of optional implementation of bright embodiment, request can be clicked on by the javascript triggerings in the page, obtained default
The click page amount of video page in cycle, wherein, the number being clicked for counting video page is asked in the click.
Step 102, it will click on page amount and make business with page viewing number, obtain page clicking rate corresponding to video page.
The broadcasting of video page is clicked on page amount and differed greatly with page viewing number if if the broadcasting of brush amount, institute
Have in order to differentiate whether the broadcasting of video page is that brush amount plays, in embodiments of the present invention, by by the click of video page
Page amount makees business with page viewing number, obtains page clicking rate corresponding to video page, so that according to page clicking rate, this is special
Sign differentiates whether the broadcasting of video page is that brush amount plays.
It should be noted that will click on page amount in the embodiment of the present invention makees business with page viewing number, refer to will click on
Page amount divided by page viewing number, as needed, obtained numerical value can remain into behind decimal point several.
Specifically, page viewing number, the corresponding relation clicked between page amount and page clicking rate are as shown in table 1, its
In, the value of page clicking rate retains two effective digitals.Table 1 is page viewing time in the embodiment of the present invention in certain video page
Corresponding relation between number, click page amount and page clicking rate.
Table 1
Time | The page watches number | Click on page amount | Page clicking rate |
2017-2-23 | 2964620 | 43 | 0.00% |
2017-2-22 | 3062960 | 23 | 0.00% |
2017-2-21 | 3022560 | 21 | 0.00% |
2017-2-20 | 3088960 | 26 | 0.00% |
2017-2-19 | 2772920 | 13 | 0.00% |
2017-2-18 | 2983380 | 17 | 0.00% |
2017-2-17 | 3131200 | 37 | 0.00% |
2017-2-16 | 3160060 | 91 | 0.00% |
Step 103, the broadcasting end source for playing video page is obtained.
The broadcasting end source of video page can have it is a variety of, for example, computer (PC) end, mobile phone terminal, palm PC end etc..And
In actual application, the brush amount of video is typically all to be completed by computer end, so the embodiment of the present invention can combine
Whether the broadcasting for playing this characteristic differentiation video page of broadcasting end source of video page is that brush amount plays.
Wherein, the computer end being related in the embodiment of the present invention, PC ends are referred to.
Step 104, reach the first preparatory condition corresponding to page clicking rate in page clicking rate and play end source and reach
When playing the second preparatory condition corresponding to the source of end, the broadcasting of video page is differentiated and played for brush amount.
Method provided in an embodiment of the present invention is by page clicking rate and plays two, end source feature, differentiates video
Whether the broadcasting of the page is that brush amount plays.Specifically, corresponding first preparatory condition of page clicking rate, broadcasting end source corresponding second
Preparatory condition, reach the first preparatory condition corresponding to page clicking rate in page clicking rate and broadcasting end source reaches broadcasting end
Corresponding to source during the second preparatory condition, the broadcasting of video page is differentiated and played for brush amount.Wherein, the first preparatory condition can be with
It is:Page viewing number is more than page clicking rate corresponding to page viewing frequency threshold value and video page corresponding to video page
Less than page clicking rate threshold value.Second preparatory condition can be:From all broadcasting ends shared by the broadcasting end source at computer PC ends
The ratio in source, more than preset ratio, page viewing frequency threshold value, page clicking rate threshold value and preset ratio can bases
Depending on actual conditions.
The discrimination method of video brush amount provided in an embodiment of the present invention, the page of video page in predetermined period can be obtained
Watch number and click on page amount;The click page amount makees business with page viewing number, obtains the page corresponding to video page
Clicking rate;Obtain the broadcasting end source for playing video page;When page clicking rate and broadcasting end source meet condition, by video
The broadcasting of the page differentiates to play for brush amount.It can also differentiate for the brush amount behavior that IP is more dispersed, user disperses, example
Such as, the behavior of brush amount is carried out by a large amount of different IP or a large amount of different users.It can so realize and reflect more fully hereinafter
Other video brush amount behavior.
On the basis of above-described embodiment, the embodiment of the present invention additionally provides another specific embodiment, such as Fig. 2 institutes
Show, including:
Step 201, obtain the page viewing number of video page in predetermined period and click on page amount.
Step 202, click on page amount and make business with page viewing number, obtain page clicking rate corresponding to video page.
Step 203, the broadcasting end source for playing video page is obtained.
The elaboration in above-described embodiment is may refer to, the part repeated repeats no more here.
Step 204, judge whether page viewing number is more than first corresponding to page viewing number corresponding to video page
Threshold value.
In the embodiment of the present invention, because page clicking rate obtains on the basis of page viewing, first determine whether
Whether page viewing number meets condition, when page viewing number is more than the corresponding to page viewing number corresponding to video page
During one threshold value, step 205 is performed.It should be noted that first threshold corresponding to page viewing number can be according to actual conditions
Depending on.In a kind of optional implementation of the embodiment of the present invention, first threshold 1000.Due in the page corresponding to video page
Viewing number is when being more than first threshold, it is likely that very big influence can be caused to network environment, therefore be now also necessary to regarding
The frequency page carries out necessary judgement and discriminating.
Step 205, judge whether page clicking rate corresponding to video page is less than Second Threshold corresponding to page clicking rate.
When page viewing number is more than first threshold corresponding to page viewing number corresponding to video page, video is judged
Whether page clicking rate corresponding to the page is less than Second Threshold corresponding to page clicking rate, namely judges whether page clicking rate is full
The first preparatory condition of foot.It should be noted that Second Threshold can be depending on actual conditions corresponding to page clicking rate.This hair
In a kind of optional implementation of bright embodiment, Second Threshold 0.01%.It is less than in page clicking rate corresponding to video page
During Second Threshold, the video page is likely to the broadcasting of brush amount.
When page clicking rate corresponding to video page is less than Second Threshold corresponding to page clicking rate, step 206, it is determined that
Page clicking rate reaches the first preparatory condition corresponding to page clicking rate.
In order to determine whether the broadcasting of the video page is that brush amount plays, the accuracy of discriminating is improved, in step
In 207, judge whether the ratio in the broadcasting end source of video page shared by PC PC ends is more than preset ratio.
When the ratio shared by PC PC ends in the broadcasting end source of video page is more than preset ratio, in step
In 208, the second preparatory condition corresponding to the source of end is played it is determined that playing end source and reaching.
Specifically preset ratio is as shown in Figure 3.It should be noted that preset ratio can be depending on actual conditions.
In a kind of optional embodiment of the embodiment of the present invention, the preset ratio can be set to 99%.If as shown in figure 3, video
When the ratio played in the source of end shared by PC ends of the page is more than 99%, with reference to above-mentioned judgement, it may be determined that the video page
Play and played for brush amount.
Therefore, in embodiments of the present invention, step 209, to reach corresponding to page clicking rate first in page clicking rate pre-
If condition and playing end source and reaching when playing the second preparatory condition corresponding to the source of end, the broadcasting of video page is differentiated it is
Brush amount plays.
In the present embodiment, step 201- steps 203 are identical with step 101- steps 103 in above-described embodiment, step 209
It is identical with step 104 in above-described embodiment, just repeat no more here.
The discrimination method of video brush amount provided in an embodiment of the present invention, the page of video page in predetermined period can be obtained
Watch number and click on page amount;The click page amount makees business with page viewing number, obtains the page corresponding to video page
Clicking rate;Obtain the broadcasting end source for playing video page.Video page is determined by page clicking rate and broadcasting end source
Whether be brush amount play, can realize discriminating video brush amount behavior more fully hereinafter if playing.
With reference to above-described embodiment, in a kind of optional embodiment provided by the invention, being regarded by described in step S104
The broadcasting of the frequency page differentiates to play for brush amount, can specifically include:
When the first preparatory condition corresponding to page clicking rate reaches page clicking rate, in step sl, video page is determined
The broadcasting in face plays for doubtful brush amount.
The embodiment of the present invention by judging page clicking rate, tentatively reflected by broadcasting that can be to video page
Not, if the page clicking rate meets the first preparatory condition, it may be determined that the broadcasting of the video page plays for doubtful brush amount.
When broadcasting end source, which reaches, plays the second preparatory condition corresponding to the source of end, in step s 2, doubtful brush is determined
The broadcasting for measuring the video page played plays for brush amount.
The embodiment of the present invention is by being on the basis of doubtful brush amount plays, by playing end in the broadcasting of the video page
Source is judged, if the second preparatory condition corresponding to playing end source satisfaction broadcasting end source, may further determine that this
The broadcasting of video page plays for brush amount.
Therefore, the embodiment of the present invention is by way of two steps card, it is ensured that the accuracy of the result of discriminating greatly improves.
Specifically, first determine whether page clicking rate reaches the first preparatory condition, when page clicking rate reaches page point
When hitting the first preparatory condition corresponding to rate, the broadcasting for determining video page is that doubtful brush amount plays, that is, from all broadcastings
In identify doubtful brush amount and play;Then judge to play whether end source reaches the second preparatory condition corresponding to broadcasting end source,
When broadcasting end source, which reaches, plays the second preparatory condition corresponding to the source of end, broadcasting for the video page that doubtful brush amount plays is determined
Put and played for brush amount, that is, finally determine that brush amount plays from the broadcasting of doubtful brush amount.
From the foregoing it will be seen that play video page broadcastings end source be discriminating video page broadcasting whether be
The key character that brush amount plays.In a kind of optional embodiment of the embodiment of the present invention, the broadcasting end for obtaining broadcasting video page is come
Source, including:
The first step, obtain page address corresponding to video page.
Each video page has its corresponding page address.Wherein, page address can be IP address etc..
Second step, page video information corresponding to video page is inquired about by page address.
Page video information corresponding to each video page can include:Access the equipment of the video page IP address,
The broadcasting end source of video page, visitor's number etc..
3rd step, the broadcasting end source of video page is obtained from page video information.
It is, getting, to play the video page be PC ends, mobile phone terminal or palm PC end etc..
In addition, in order to which when counting the flowing of access of video page, the brush amount that can reject these malice plays, the present invention
Whether it is that after brush amount plays, can also feed back in the broadcasting of discriminating video page in a kind of optional embodiment of embodiment
The page video information of video page, as shown in figure 4, the embodiment includes:
Step 401, statistics.Specifically, count the page viewing number of video page in predetermined period and click on page
Measure in face.
Step 402, page clicking rate is calculated.The page viewing number and click page amount obtained according to above-mentioned steps, will
Click on page amount and make business with page viewing number, the page clicking rate of video page is calculated.
Step 403, page video information is checked.The page address of video page is obtained, and then is inquired about by page address
Page video information corresponding to video page.
Step 404, it is determined that playing end source.The broadcasting end that the page video information of video page includes video page is come
Source, check that the page video information of video page can determine that the broadcasting end source of video page.
Step 405, feedback page video information.Specifically, it is determined that the broadcasting of the video page be brush amount play after, by this
Page video information, the server for feeding back to the flowing of access for counting video page or system etc. corresponding to video page.
In this way, counting server or system of the flowing of access of video page etc., it can carry out rejecting the brush amount of malice
The operation such as broadcasting.
In addition, in a kind of optional embodiment of the embodiment of the present invention, the mirror of video brush amount provided in an embodiment of the present invention
Other method, it can apply to count server or system of the flowing of access of video page etc., these servers or system
Deng the discrimination method using video brush amount provided in an embodiment of the present invention, differentiate that brush amount plays.
The embodiment of the present invention additionally provides a kind of identification device of video brush amount, as shown in Figure 5.The embodiment of the present invention provides
The identification device of video brush amount include:
First acquisition module 501, the page for obtaining video page in predetermined period watch number and click on page amount;
Computing module 502, making business with page viewing number for will click on page amount, obtaining the page corresponding to video page
Clicking rate;
Second acquisition module 503, the broadcasting end source of video page is played for obtaining;
Identification module 504, for reaching the first preparatory condition corresponding to page clicking rate in page clicking rate and playing end
When source reaches the second preparatory condition corresponding to broadcasting end source, the broadcasting of video page is differentiated and played for brush amount.
The identification device of video brush amount provided in an embodiment of the present invention, the page of video page in predetermined period can be obtained
Watch number and click on page amount;The click page amount makees business with page viewing number, obtains the page corresponding to video page
Clicking rate;Obtain the broadcasting end source for playing video page;When page clicking rate and broadcasting end source meet condition, by video
The broadcasting of the page differentiates to play for brush amount.It can also differentiate for the brush amount behavior that IP is more dispersed, user disperses, example
Such as, the behavior of brush amount is carried out by a large amount of different IP or a large amount of different users.So realize that discriminating regards more fully hereinafter
Frequency brush amount behavior.
Optionally, the device also includes:
First judge module, for judging whether page viewing number is more than page viewing number pair corresponding to video page
The first threshold answered;
Second judge module, for being more than when page viewing number corresponding to video page the corresponding to page viewing number
During one threshold value, judge whether page clicking rate corresponding to video page is less than Second Threshold corresponding to page clicking rate;
First determining module, for being less than the second threshold corresponding to page clicking rate when page clicking rate corresponding to video page
During value, determine that page clicking rate reaches the first preparatory condition corresponding to page clicking rate;
3rd judge module, for judge video page the ratio played in the source of end shared by PC PC ends whether
More than preset ratio;
Second determining module, it is more than in advance for the ratio played in the source of end shared by PC PC ends when video page
If during ratio, the second preparatory condition corresponding to the source of end is played it is determined that playing end source and reaching.
Optionally, identification module 504 includes:
First determination sub-module, for corresponding to reaching page clicking rate when the page clicking rate during the first preparatory condition, really
The broadcasting for determining video page plays for doubtful brush amount;
Second determination sub-module, for when play end source reach play end source corresponding to the second preparatory condition when, really
The broadcasting for the video page that fixed doubtful brush amount plays plays for brush amount.
Optionally, the second acquisition module 503, including:
First acquisition submodule, for obtaining page address corresponding to video page;
Submodule is inquired about, for inquiring about page video information corresponding to video page by page address;
Second acquisition submodule, for obtaining the broadcasting end source of video page from page video information.
Optionally, the device is additionally operable to feed back the page video information of video page.
It should be noted that the identification device of the video brush amount of the embodiment of the present invention is the discriminating using above-mentioned video brush amount
The device of method, then all embodiments of the discrimination method of above-mentioned video brush amount are applied to the device, and can reach identical
Or similar beneficial effect.
The embodiment of the present invention additionally provides a kind of electronic equipment, as shown in fig. 6, including processor 601, communication interface 602,
Memory 603 and communication bus 604, wherein, processor 601, communication interface 602, memory 603 is complete by communication bus 604
Into mutual communication,
Memory 603, for depositing computer program;
Processor 601, during for performing the program deposited on memory 603, realize following method and step:
Obtain the page viewing number of video page in predetermined period and click on page amount;
It will click on page amount and make business with page viewing number, obtain page clicking rate corresponding to video page;
Obtain the broadcasting end source for playing video page;
Reach the first preparatory condition corresponding to page clicking rate in page clicking rate and broadcasting end source reaches broadcasting end and come
Corresponding to source during the second preparatory condition, the broadcasting of video page is differentiated and played for brush amount.
The communication bus that above-mentioned electronic equipment is mentioned can be Peripheral Component Interconnect standard (Peripheral Pomponent
Interconnect, abbreviation PCI) bus or EISA (Extended Industry Standard
Architecture, abbreviation EISA) bus etc..The communication bus can be divided into address bus, data/address bus, controlling bus etc..
For ease of representing, only represented in figure with a thick line, it is not intended that an only bus or a type of bus.
The communication that communication interface is used between above-mentioned electronic equipment and other equipment.
Memory can include random access memory (Random Access Memory, abbreviation RAM), can also include
Nonvolatile memory (non-volatile memory), for example, at least a magnetic disk storage.Optionally, memory may be used also
To be at least one storage device for being located remotely from aforementioned processor.
Above-mentioned processor can be general processor, including central processing unit (Central Processing Unit,
Abbreviation CPU), network processing unit (Ne twork Processor, abbreviation NP) etc.;It can also be digital signal processor
(Digital Signal Processing, abbreviation DSP), application specific integrated circuit (Applica tion Specific
Integrated Circuit, abbreviation ASIC), field programmable gate array (Field-Programmable Gate Array,
Abbreviation FPGA) either other PLDs, discrete gate or transistor logic, discrete hardware components.
Electronic equipment provided in an embodiment of the present invention, can obtain video page in predetermined period the page viewing number and
Click on page amount;The click page amount makees business with page viewing number, obtains page clicking rate corresponding to video page;Obtain
Play the broadcasting end source of video page.Determine whether the broadcasting of video page is brush by page clicking rate and broadcasting end source
Amount plays, and can also differentiate for the brush amount behavior that IP is more dispersed, user disperses, for example, passing through a large amount of different IP
Or a large amount of different users carry out the behavior of brush amount.So realize and differentiate video brush amount behavior more fully hereinafter.
In another embodiment provided by the invention, a kind of computer-readable recording medium is additionally provided, the computer can
Read to be stored with instruction in storage medium, when run on a computer so that computer performs the method in above-described embodiment
Step.
Computer-readable recording medium provided in an embodiment of the present invention, the page of video page in predetermined period can be obtained
Watch number and click on page amount;The click page amount makees business with page viewing number, obtains the page corresponding to video page
Clicking rate;Obtain the broadcasting end source for playing video page.Video page is determined by page clicking rate and broadcasting end source
Whether be brush amount play, can also differentiate for the brush amount behavior that IP is more dispersed, user disperses, for example, passing through if playing
A large amount of different IP or a large amount of different users carry out the behavior of brush amount.So realize and differentiate video brush amount row more fully hereinafter
For.
In another embodiment provided by the invention, a kind of computer program product for including instruction is additionally provided, when it
When running on computers so that computer performs the method and step in above-described embodiment.
Computer program product provided in an embodiment of the present invention, the page viewing of video page in predetermined period can be obtained
Number and click page amount;The click page amount makees business with page viewing number, obtains the page corresponding to video page and clicks on
Rate;Obtain the broadcasting end source for playing video page.The broadcasting of video page is determined by page clicking rate and broadcasting end source
Whether it is that brush amount plays, can also differentiates for the brush amount behavior that IP is more dispersed, user disperses, for example, by a large amount of
Different IP or a large amount of different users carry out the behavior of brush amount.So realize and differentiate video brush amount behavior more fully hereinafter.
In the above-described embodiments, can come wholly or partly by software, hardware, firmware or its any combination real
It is existing.When implemented in software, can realize in the form of a computer program product whole or in part.The computer program
Product includes one or more computer instructions.When loading on computers and performing the computer program instructions, all or
Partly produce according to the flow or function described in the embodiment of the present invention.The computer can be all-purpose computer, special meter
Calculation machine, computer network or other programmable devices.The computer instruction can be stored in computer-readable recording medium
In, or the transmission from a computer-readable recording medium to another computer-readable recording medium, for example, the computer
Instruction can pass through wired (such as coaxial cable, optical fiber, numeral from a web-site, computer, server or data center
User's line (DSL)) or wireless (such as infrared, wireless, microwave etc.) mode to another web-site, computer, server or
Data center is transmitted.The computer-readable recording medium can be any usable medium that computer can access or
It is the data storage devices such as server, the data center integrated comprising one or more usable mediums.The usable medium can be with
It is magnetic medium, (for example, floppy disk, hard disk, tape), optical medium (for example, DVD) or semiconductor medium (such as solid state hard disc
Solid State Disk (SSD)) etc..
It should be noted that herein, such as first and second or the like relational terms are used merely to a reality
Body or operation make a distinction with another entity or operation, and not necessarily require or imply and deposited between these entities or operation
In any this actual relation or order.Moreover, term " comprising ", "comprising" or its any other variant are intended to
Nonexcludability includes, so that process, method, article or equipment including a series of elements not only will including those
Element, but also the other element including being not expressly set out, or it is this process, method, article or equipment also to include
Intrinsic key element.In the absence of more restrictions, the key element limited by sentence "including a ...", it is not excluded that
Other identical element also be present in process, method, article or equipment including the key element.
Each embodiment in this specification is described by the way of related, identical similar portion between each embodiment
Divide mutually referring to what each embodiment stressed is the difference with other embodiment.It is real especially for system
For applying example, because it is substantially similar to embodiment of the method, so description is fairly simple, related part is referring to embodiment of the method
Part explanation.
Claims (11)
- A kind of 1. discrimination method of video brush amount, it is characterised in that including:Obtain the page viewing number of video page in predetermined period and click on page amount;The click page amount and page viewing number are made into business, obtain page clicking rate corresponding to the video page;Obtain the broadcasting end source for playing the video page;Reach the first preparatory condition corresponding to the page clicking rate in the page clicking rate and the broadcasting end source reaches Corresponding to the broadcasting end source during the second preparatory condition, the broadcasting of the video page is differentiated and played for brush amount.
- 2. according to the method for claim 1, it is characterised in that methods described also includes:Judge whether page viewing number is more than first threshold corresponding to page viewing number corresponding to the video page;When page viewing number is more than first threshold corresponding to page viewing number corresponding to the video page, judge Whether page clicking rate corresponding to the video page is less than Second Threshold corresponding to the page clicking rate;When page clicking rate corresponding to the video page is less than Second Threshold corresponding to page clicking rate, the page is determined Clicking rate reaches the first preparatory condition corresponding to the page clicking rate;Judge whether the ratio in the broadcasting end source of the video page shared by PC PC ends is more than preset ratio;When the ratio shared by PC PC ends in the broadcasting end source of the video page is more than preset ratio, it is determined that described Play end source and reach the second preparatory condition corresponding to the broadcasting end source.
- 3. method according to claim 1 or 2, it is characterised in that described to reach the page in the page clicking rate First preparatory condition corresponding to clicking rate and it is described broadcasting end source reach it is described broadcasting end source corresponding to the second preparatory condition When, the broadcasting of the video page is differentiated and played for brush amount, including:When the first preparatory condition corresponding to the page clicking rate reaches the page clicking rate, the video page is determined Play and played for doubtful brush amount;When the second preparatory condition corresponding to the broadcasting end source reaches the broadcasting end source, determine what doubtful brush amount played The broadcasting of the video page plays for brush amount.
- 4. method according to claim 1 or 2, it is characterised in that described to obtain the broadcasting end for playing the video page Source, including:Obtain page address corresponding to the video page;Page video information corresponding to the video page is inquired about by the page address;The broadcasting end source of the video page is obtained from the page video information.
- 5. according to the method for claim 4, it is characterised in that differentiate to be brush amount in the broadcasting by the video page Play, afterwards, methods described also includes:Feed back the page video information of the video page.
- A kind of 6. identification device of video brush amount, it is characterised in that including:First acquisition module, the page for obtaining video page in predetermined period watch number and click on page amount;Computing module, for the click page amount and page viewing number to be made into business, it is corresponding to obtain the video page Page clicking rate;Second acquisition module, the broadcasting end source of the video page is played for obtaining;Identification module, for reaching the first preparatory condition corresponding to the page clicking rate and described in the page clicking rate When broadcasting end source reaches the second preparatory condition corresponding to the broadcasting end source, the broadcasting of the video page is differentiated as brush Amount plays.
- 7. device according to claim 6, it is characterised in that described device also includes:First judge module, for judging whether page viewing number is more than page viewing time corresponding to the video page First threshold corresponding to number;Second judge module, for being corresponded to when page viewing number corresponding to the video page is more than page viewing number First threshold when, judge page clicking rate corresponding to the video page whether be less than the page clicking rate corresponding to second Threshold value;First determining module, for being less than the second threshold corresponding to page clicking rate when page clicking rate corresponding to the video page During value, determine that the page clicking rate reaches the first preparatory condition corresponding to the page clicking rate;3rd judge module, for judge the video page the ratio played in the source of end shared by PC PC ends whether More than preset ratio;Second determining module, it is more than in advance for the ratio played in the source of end shared by PC PC ends when the video page If during ratio, determine that the broadcasting end source reaches the second preparatory condition corresponding to the broadcasting end source.
- 8. the device according to claim 6 or 7, it is characterised in that the identification module includes:First determination sub-module, for reaching the first preparatory condition corresponding to the page clicking rate when the page clicking rate When, determine that the broadcasting of the video page plays for doubtful brush amount;Second determination sub-module, for reaching the second preparatory condition corresponding to the broadcasting end source when the broadcasting end source When, determine that the broadcasting for the video page that doubtful brush amount plays plays for brush amount.
- 9. the device according to claim 6 or 7, it is characterised in that second acquisition module, including:First acquisition submodule, for obtaining page address corresponding to the video page;Submodule is inquired about, for inquiring about page video information corresponding to the video page by the page address;Second acquisition submodule, for obtaining the broadcasting end source of the video page from the page video information.
- 10. the device according to claim 6 or 7, it is characterised in that described device is additionally operable to feed back the video page The page video information.
- 11. a kind of electronic equipment, it is characterised in that including processor, communication interface, memory and communication bus, wherein, it is described Processor, the communication interface, the memory complete mutual communication by the communication bus;The memory, for depositing computer program;The processor, during for performing the program deposited on the memory, realize any described sides of claim 1-5 Method step.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710588810.7A CN107566897B (en) | 2017-07-19 | 2017-07-19 | A kind of discrimination method, device and the electronic equipment of video brush amount |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710588810.7A CN107566897B (en) | 2017-07-19 | 2017-07-19 | A kind of discrimination method, device and the electronic equipment of video brush amount |
Publications (2)
Publication Number | Publication Date |
---|---|
CN107566897A true CN107566897A (en) | 2018-01-09 |
CN107566897B CN107566897B (en) | 2019-10-15 |
Family
ID=60973674
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201710588810.7A Active CN107566897B (en) | 2017-07-19 | 2017-07-19 | A kind of discrimination method, device and the electronic equipment of video brush amount |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN107566897B (en) |
Cited By (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108595513A (en) * | 2018-03-23 | 2018-09-28 | 北京奇艺世纪科技有限公司 | A kind of video search cheating processing method and processing device |
CN109241343A (en) * | 2018-07-27 | 2019-01-18 | 北京奇艺世纪科技有限公司 | A kind of brush amount user identifying system, method and device |
CN110290400A (en) * | 2019-07-29 | 2019-09-27 | 北京奇艺世纪科技有限公司 | The recognition methods of suspicious brush amount video, true playback volume predictor method and device |
CN110381342A (en) * | 2018-04-13 | 2019-10-25 | 武汉斗鱼网络科技有限公司 | A kind of information processing method and relevant device |
CN110380843A (en) * | 2018-04-13 | 2019-10-25 | 武汉斗鱼网络科技有限公司 | A kind of information processing method and relevant device |
CN110381375A (en) * | 2018-04-13 | 2019-10-25 | 武汉斗鱼网络科技有限公司 | A kind of determining method, client and server for stealing brush data |
CN111368169A (en) * | 2018-12-25 | 2020-07-03 | 卓望数码技术(深圳)有限公司 | Method, device, equipment and storage medium for detecting brushing amount behavior |
CN112995686A (en) * | 2021-02-03 | 2021-06-18 | 上海哔哩哔哩科技有限公司 | Data processing method, live broadcast method, authentication server and live broadcast data server |
CN114173138A (en) * | 2021-10-22 | 2022-03-11 | 武汉斗鱼网络科技有限公司 | Method, device, medium and equipment for processing abnormal video up master |
CN114650239A (en) * | 2022-03-23 | 2022-06-21 | 腾讯音乐娱乐科技(深圳)有限公司 | Data brushing amount identification method, storage medium and electronic equipment |
CN114945097A (en) * | 2022-04-26 | 2022-08-26 | 上海哔哩哔哩科技有限公司 | Video stream processing method and device |
Citations (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101093510A (en) * | 2007-07-25 | 2007-12-26 | 北京搜狗科技发展有限公司 | Anti cheating method and system for aiming at cheat on web page |
CN102289756A (en) * | 2010-06-18 | 2011-12-21 | 百度在线网络技术(北京)有限公司 | Method and system for judging click validation |
WO2013071261A1 (en) * | 2011-11-10 | 2013-05-16 | Mercury And Associates, Structure Ii, Llc | Anti-cheating hybrid game |
CN103390027A (en) * | 2013-06-25 | 2013-11-13 | 亿赞普(北京)科技有限公司 | Internet advertisement anti-spamming method and system |
CN103593415A (en) * | 2013-10-29 | 2014-02-19 | 北京国双科技有限公司 | Method and device for detecting cheating on visitor volumes of web pages |
CN104715395A (en) * | 2015-02-13 | 2015-06-17 | 北京集奥聚合科技有限公司 | Method and system for filtering cheat clicks |
CN104765874A (en) * | 2015-04-24 | 2015-07-08 | 百度在线网络技术(北京)有限公司 | Method and device for detecting click-cheating |
US20150202529A1 (en) * | 2014-01-22 | 2015-07-23 | Skillz Inc | Online Software Video Capture And Replay System |
CN105760455A (en) * | 2016-02-04 | 2016-07-13 | 腾讯科技(深圳)有限公司 | Anti-cheating method and device for advertisement clicking |
CN106326497A (en) * | 2016-10-10 | 2017-01-11 | 合网络技术(北京)有限公司 | Cheating video user identification method and device |
CN106603554A (en) * | 2016-12-29 | 2017-04-26 | 北京奇艺世纪科技有限公司 | Adaptive real-time video data anti-cheating method and apparatus |
CN106611348A (en) * | 2015-10-23 | 2017-05-03 | 北京国双科技有限公司 | Anomaly traffic detection method and apparus |
-
2017
- 2017-07-19 CN CN201710588810.7A patent/CN107566897B/en active Active
Patent Citations (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101093510A (en) * | 2007-07-25 | 2007-12-26 | 北京搜狗科技发展有限公司 | Anti cheating method and system for aiming at cheat on web page |
CN102289756A (en) * | 2010-06-18 | 2011-12-21 | 百度在线网络技术(北京)有限公司 | Method and system for judging click validation |
WO2013071261A1 (en) * | 2011-11-10 | 2013-05-16 | Mercury And Associates, Structure Ii, Llc | Anti-cheating hybrid game |
CN103390027A (en) * | 2013-06-25 | 2013-11-13 | 亿赞普(北京)科技有限公司 | Internet advertisement anti-spamming method and system |
CN103593415A (en) * | 2013-10-29 | 2014-02-19 | 北京国双科技有限公司 | Method and device for detecting cheating on visitor volumes of web pages |
US20150202529A1 (en) * | 2014-01-22 | 2015-07-23 | Skillz Inc | Online Software Video Capture And Replay System |
CN104715395A (en) * | 2015-02-13 | 2015-06-17 | 北京集奥聚合科技有限公司 | Method and system for filtering cheat clicks |
CN104765874A (en) * | 2015-04-24 | 2015-07-08 | 百度在线网络技术(北京)有限公司 | Method and device for detecting click-cheating |
CN106611348A (en) * | 2015-10-23 | 2017-05-03 | 北京国双科技有限公司 | Anomaly traffic detection method and apparus |
CN105760455A (en) * | 2016-02-04 | 2016-07-13 | 腾讯科技(深圳)有限公司 | Anti-cheating method and device for advertisement clicking |
CN106326497A (en) * | 2016-10-10 | 2017-01-11 | 合网络技术(北京)有限公司 | Cheating video user identification method and device |
CN106603554A (en) * | 2016-12-29 | 2017-04-26 | 北京奇艺世纪科技有限公司 | Adaptive real-time video data anti-cheating method and apparatus |
Cited By (20)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108595513B (en) * | 2018-03-23 | 2021-06-22 | 北京奇艺世纪科技有限公司 | Video search cheating processing method and device |
CN108595513A (en) * | 2018-03-23 | 2018-09-28 | 北京奇艺世纪科技有限公司 | A kind of video search cheating processing method and processing device |
CN110380843B (en) * | 2018-04-13 | 2022-12-02 | 武汉斗鱼网络科技有限公司 | Information processing method and related equipment |
CN110381342A (en) * | 2018-04-13 | 2019-10-25 | 武汉斗鱼网络科技有限公司 | A kind of information processing method and relevant device |
CN110380843A (en) * | 2018-04-13 | 2019-10-25 | 武汉斗鱼网络科技有限公司 | A kind of information processing method and relevant device |
CN110381375A (en) * | 2018-04-13 | 2019-10-25 | 武汉斗鱼网络科技有限公司 | A kind of determining method, client and server for stealing brush data |
CN109241343A (en) * | 2018-07-27 | 2019-01-18 | 北京奇艺世纪科技有限公司 | A kind of brush amount user identifying system, method and device |
CN109241343B (en) * | 2018-07-27 | 2022-07-22 | 北京奇艺世纪科技有限公司 | System, method and device for identifying brush amount user |
CN111368169A (en) * | 2018-12-25 | 2020-07-03 | 卓望数码技术(深圳)有限公司 | Method, device, equipment and storage medium for detecting brushing amount behavior |
CN111368169B (en) * | 2018-12-25 | 2023-08-01 | 卓望数码技术(深圳)有限公司 | Method, device, equipment and storage medium for detecting brushing amount behavior |
CN110290400B (en) * | 2019-07-29 | 2022-06-03 | 北京奇艺世纪科技有限公司 | Suspicious brushing amount video identification method, real playing amount estimation method and device |
CN110290400A (en) * | 2019-07-29 | 2019-09-27 | 北京奇艺世纪科技有限公司 | The recognition methods of suspicious brush amount video, true playback volume predictor method and device |
CN112995686B (en) * | 2021-02-03 | 2022-04-19 | 上海哔哩哔哩科技有限公司 | Data processing method, live broadcast method, authentication server and live broadcast data server |
CN112995686A (en) * | 2021-02-03 | 2021-06-18 | 上海哔哩哔哩科技有限公司 | Data processing method, live broadcast method, authentication server and live broadcast data server |
CN114173138A (en) * | 2021-10-22 | 2022-03-11 | 武汉斗鱼网络科技有限公司 | Method, device, medium and equipment for processing abnormal video up master |
CN114173138B (en) * | 2021-10-22 | 2023-08-22 | 广州新特珑电子有限公司 | Method, device, medium and equipment for processing abnormal video up master |
CN114650239A (en) * | 2022-03-23 | 2022-06-21 | 腾讯音乐娱乐科技(深圳)有限公司 | Data brushing amount identification method, storage medium and electronic equipment |
CN114650239B (en) * | 2022-03-23 | 2024-02-23 | 腾讯音乐娱乐科技(深圳)有限公司 | Data brushing amount identification method, storage medium and electronic equipment |
CN114945097A (en) * | 2022-04-26 | 2022-08-26 | 上海哔哩哔哩科技有限公司 | Video stream processing method and device |
CN114945097B (en) * | 2022-04-26 | 2024-02-23 | 上海哔哩哔哩科技有限公司 | Video stream processing method and device |
Also Published As
Publication number | Publication date |
---|---|
CN107566897B (en) | 2019-10-15 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN107566897A (en) | A kind of discrimination method, device and the electronic equipment of video brush amount | |
CN109241343B (en) | System, method and device for identifying brush amount user | |
US20170187737A1 (en) | Method and electronic device for processing user behavior data | |
CN109451333B (en) | Bullet screen display method, device, terminal and system | |
CN104050266B (en) | User behavior recording method, device and web browser | |
CN107566914A (en) | A kind of display control method of barrage, electronic equipment and storage medium | |
CN104077714A (en) | Method and system for acquiring preference of user visiting website and pushing advertisements to user visiting website | |
CN104778405B (en) | Ad blocking method and device | |
TW532010B (en) | Remote device monitoring | |
CN104813357A (en) | Systems and methods for live media content matching | |
CN108519991A (en) | A kind of method and apparatus of main broadcaster's account recommendation | |
DE202015010022U1 (en) | Device for monitoring media presentations | |
CN104834674A (en) | Method and device for collecting user behavior data and information recommendation | |
CN105119735B (en) | A kind of method and apparatus for determining discharge pattern | |
CN110290400A (en) | The recognition methods of suspicious brush amount video, true playback volume predictor method and device | |
CN103744916A (en) | Method and equipment for determining heat information of target video | |
CN105991511A (en) | Method and device for detecting CC attack | |
CN108768743B (en) | User identification method and device and server | |
CN109348261A (en) | Data statistical approach, device and electronic equipment in a kind of live streaming | |
CN104111970A (en) | Method and device for counting page average residence time and method and device for determining page user viscosity | |
CN104166741A (en) | Webpage browsing analysis and processing method and device | |
CN110427358B (en) | Data cleaning method and device and information recommendation method and device | |
CN105808642A (en) | Recommendation method and device | |
CN104572707A (en) | Preferable object information providing method and device | |
CN109426998B (en) | Information pushing method and device |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |