CN106570006A - Multimedia file recommendation system and releasing information storage method - Google Patents
Multimedia file recommendation system and releasing information storage method Download PDFInfo
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- CN106570006A CN106570006A CN201510646700.2A CN201510646700A CN106570006A CN 106570006 A CN106570006 A CN 106570006A CN 201510646700 A CN201510646700 A CN 201510646700A CN 106570006 A CN106570006 A CN 106570006A
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- multimedia file
- discharge device
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/953—Querying, e.g. by the use of web search engines
- G06F16/9535—Search customisation based on user profiles and personalisation
Abstract
The invention discloses a multimedia file recommendation system and a releasing information storage method and belongs to the technical field of network. The system comprises a service server cluster, a recommendation engine cluster, a pushing server cluster and a distributed storage cluster. The service server cluster is used for receiving releasing information of a multimedia file, and sending the releasing information to the pushing s server cluster and the distributed storage cluster. The pushing server cluster is used for pushing the received releasing information to the recommendation engine cluster. The recommendation engine cluster is used for storing the received releasing information into the local cache of the recommendation engine cluster, and carrying out multimedia file recommendation according to the releasing information. The distributed storage cluster is used for storing the releasing information. According to the invention, by adding the pushing server cluster in the multimedia file recommendation system, storage modes of the releasing information are changed, multimedia file recommendation effects are improved and multimedia file recommendation accuracy is improved.
Description
Technical field
The present invention relates to networking technology area, more particularly to a kind of multimedia file commending system and impression information
Storage method.
Background technology
With the continuous development of network technology, the approach for showing such as advertisement multimedia file no longer limits to
In traditional medias such as TV, newspapers, such as website, network application network media are can be extended to.In net
When showing multimedia file on network, in order to improve the specific aim of multimedia file displaying, can carry out for user
The recommendation of multimedia file.For example, for advertisement recommendation, it is determined which provides on which advertisement position
During advertisement, can be carried out based on some such as age of user, sex user characteristicses, certainly, in addition it is also necessary to combine
The input demand of advertiser, input period, input target group as set by advertiser etc., to carry out more
Purposive carrying out is recommended.
Referring to Fig. 1, existing multimedia file commending system is mainly by operation system, recommended engine and distributed
Storage composition, operation system is responsible for the access of multimedia file and is thrown in, and recommended engine is responsible for multimedia file
Real-time calculating, distributed storage be responsible for store calculate needed for real time data.Wherein, the reality of recommended engine
When calculation process include primary election, marking and reset three links, primary election and marking link, be required to obtain
The impression information of multimedia file, to know the input demand of advertiser.When impression information is obtained, need
Inquire about from the local cache of recommended engine in an asynchronous manner, that is to say, if inquired about in local cache
Less than, directly returning, then the default value used in this calculating is gone in distributed storage by recommended engine
Inquiry, and Query Result is preserved to local cache, so that calculating next time is used.
However, local cache can arrange time-out time, when certain impression information reaches when impression information is stored
During to time-out time, then the impression information can be arranged to invalid, so as to cause inquire about less than so that inquiry
Efficiency is low, so that the recommendation effect of multimedia file is poor, recommends accuracy rate to be greatly reduced.
The content of the invention
In order to solve problem of the prior art, a kind of multimedia file commending system is embodiments provided
With impression information storage method.The technical scheme is as follows：
A kind of first aspect, there is provided multimedia file commending system, including：Service server cluster, push away
Recommend engine cluster, push server cluster and distributed storage cluster；
The service server cluster, for receiving the impression information of multimedia file, and described input is believed
Breath is respectively sent to the push server cluster and the distributed storage cluster；
The push server cluster, for the impression information for receiving to be pushed to into the recommended engine cluster；
The recommended engine cluster is used to for the impression information for receiving to be stored in the local of the recommended engine cluster
Caching, and multimedia file recommendation is carried out according to the impression information；
The distributed storage cluster is used to store the impression information.
A kind of second aspect, there is provided impression information storage method, is applied to above-mentioned multimedia file and recommends system
In system, the system includes：Service server cluster, recommended engine cluster, push server cluster and
Distributed storage cluster, methods described includes：
When the service server cluster receives the impression information of multimedia file, by the impression information
The push server cluster and the distributed storage cluster are respectively sent to, when the push server collection
When group receives impression information, the impression information for receiving is pushed to into the recommended engine cluster, when described
When recommended engine cluster receives impression information, the impression information for receiving is stored in into the recommended engine cluster
Local cache, and multimedia file recommendation is carried out according to the impression information.
The beneficial effect that technical scheme provided in an embodiment of the present invention is brought is：
By being additionally arranged push server cluster in multimedia file commending system, and change impression information
Storage mode so that recommended engine cluster can inquire corresponding impression information, improve multimedia file
Recommendation effect, improves multimedia file and recommends accuracy rate.
Description of the drawings
Technical scheme in order to be illustrated more clearly that the embodiment of the present invention, below will be to institute in embodiment description
The accompanying drawing that needs are used is briefly described, it should be apparent that, drawings in the following description are only the present invention
Some embodiments, for those of ordinary skill in the art, on the premise of not paying creative work,
Can be with according to these other accompanying drawings of accompanying drawings acquisition.
Fig. 1 is a kind of structural representation of multimedia file commending system in prior art；
Fig. 2 is a kind of structural representation of multimedia file commending system provided in an embodiment of the present invention；
Fig. 3 is a kind of block diagram of the server 300 for providing according to embodiments of the present invention.
Specific embodiment
To make the object, technical solutions and advantages of the present invention clearer, below in conjunction with accompanying drawing to the present invention
Embodiment is described in further detail.
Fig. 2 is a kind of structural representation of multimedia file commending system provided in an embodiment of the present invention.Referring to
Fig. 2, the system includes：Service server cluster 201, recommended engine cluster 202, push server collection
Group 203 and distributed storage cluster 204.
(1) service server cluster 201.
Service server cluster 201, for receiving the impression information of multimedia file, and by the impression information
It is respectively sent to the push server cluster 203 and the distributed storage cluster 204.
Wherein, multimedia file can be the file that user makes, and for example, advertiser is in order to publicize oneself
Commodity or hold activity and make file.The form of the multimedia file can be graphic form, regard
Frequency form or link form etc., the embodiment of the present invention is not construed as limiting to this.The impression information of multimedia file
Refer to advertiser for multimedia file placement position, release time section, multimedia file bid, multimedia
File throws in the prescribed information of the contents such as region.
In actual scene, service server cluster can provide a multimedia file and throw in the page so that
User can throw in the page to service server cluster upload multimedia file in the multimedia file, and select
Throw in multimedia file and impression information is set on the page.For example, impression information can include throwing in target person
Sex, age, release time section of group etc..
In another embodiment, service server cluster is after multimedia file and impression information is received,
Can also be that the multimedia file and impression information distribute corresponding multimedia file mark by assignment algorithm
Know.In actual scene, the multimedia file identification can be numeral numbering or character string etc..Certainly, industry
Business server cluster can also be by other means that multimedia file and impression information distribute corresponding many matchmakers
Body file identification, the embodiment of the present invention is not construed as limiting to this.
(2) push server cluster 203, for the impression information for receiving to be pushed to into the recommended engine
Cluster 202.The push server cluster 203 is the cluster set up in the system, and the cluster can be used in real time
The impression information that service server cluster side increases newly is pushed to into recommended engine cluster 202.
(3) the recommended engine cluster 202.
The recommended engine cluster 202, for the impression information for receiving to be stored in into the recommended engine cluster
202 local cache, and multimedia file recommendation is carried out according to the impression information.
The recommended engine cluster 202 is used for using the recommendation for specifying proposed algorithm to carry out multimedia file, and this is pushed away
Recommending can be based on the class of the impression information and multimedia file being stored in the caching of recommended engine cluster 202
The information such as type, attribute carry out primary election, marking and reset.
(4) the distributed storage cluster 204.
The distributed storage cluster 204, for storing the impression information.Further, this distributed is deposited
Accumulation 204 is used for correspondence storing multimedia.When the impression information in other clusters is lost,
Just the impression information lost can be reacquired from distributed storage cluster 204.Certainly, this distributed is deposited
Accumulation can be also used for carrying out impression information inquiry etc..
System provided in an embodiment of the present invention, by being additionally arranged Push Service in multimedia file commending system
Device cluster, and change the storage mode of impression information so that recommended engine cluster can inquire corresponding throwing
Information is put, multimedia file recommendation effect is improved, multimedia file is improve and is recommended accuracy rate.
Alternatively, based on the embodiment shown in Fig. 2, the push server cluster 203 takes including Access Layer
Business device 203A, distribution stratum server 203B and multiple discharge device 203C；
Wherein, the access stratum server 203A is used to receive the impression information；The distribution stratum server
203B is used for the loading condition according to the plurality of discharge device 203C, determines the target of the impression information
Discharge device, and send the impression information to the target discharge device；The plurality of discharge device 203C
For the impression information for receiving to be sent to the recommended engine cluster 202.
For system load balancing, need for distribution pressure to be uniformly distributed in multiple discharge devices, therefore,
Distribution stratum server can be detected to the loading condition of multiple discharge devices, so as to current which point known
The equipment of sending out can undertake distributed tasks.Specifically, this is according to the loading condition of the plurality of discharge device 203C,
Determining the target discharge device of the impression information can include：It is minimum by loading in multiple discharge device 203C
Equipment be defined as target discharge device；Or, load in multiple discharge device 203C is set less than multiple distributions
The multiple equipment of standby average load is defined as target discharge device.
It should be noted that the method for above-mentioned determination target discharge device is only a kind of example, the present invention is implemented
Example can also determine target discharge device using additive method, and here is not especially limited.
System provided in an embodiment of the present invention, by being additionally arranged Push Service in multimedia file commending system
Device cluster, and change the storage mode of impression information so that recommended engine cluster can inquire corresponding throwing
Information is put, multimedia file recommendation effect is improved, multimedia file is improve and is recommended accuracy rate.Further
Ground, the push server cluster is made up of Access Layer and distributing layer, and multiple being used for is further comprises in distributing layer
The sending entity of impression information distribution is carried out, in the state of can normally running system is ensured, with a balanced way
Mode carries out impression information distribution, and system stability is higher.
Alternatively, based on the embodiment shown in Fig. 2, it is many with described that the access stratum server is additionally operable to detection
Connection status between individual discharge device, when any one discharge device in connection abnormality when, it is determined that
During target discharge device, ignore the discharge device of the connection abnormality.
In order to reach disaster tolerance purpose, it is to avoid data leakage occur and send out, mistake, and further provide for distributing efficiency,
The connection status of multiple discharge devices can also be detected, if some discharge device is currently at connection exception
State, such as goes offline or situations such as device fails, can be it is determined that during above-mentioned target discharge device, will
The discharge device of the connection abnormality is eliminated, and is not considered, and be that is to say, in the connection abnormality
Discharge device beyond discharge device in, determine target discharge device.
System provided in an embodiment of the present invention, by being additionally arranged Push Service in multimedia file commending system
Device cluster, and change the storage mode of impression information so that recommended engine cluster can inquire corresponding throwing
Information is put, multimedia file recommendation effect is improved, multimedia file is improve and is recommended accuracy rate.Further
Ground, by real time to the connection status detection of each discharge device, it is possible to achieve preferable disaster tolerance purpose.
Alternatively, on the basis of embodiment illustrated in fig. 2, the distribution stratum server 203B be additionally operable to by
The impression information for receiving is preserved into the internal memory of the distribution stratum server.In order to ensure data consistency,
Distribution stratum server can be after impression information is received, to be deposited into internal memory, in case follow-up new equipment adds
It is fashionable to be pushed in time.
Alternatively, on the basis of embodiment illustrated in fig. 2, the distribution stratum server 203B is additionally operable to when inspection
Measure when having newly-increased recommendation server to start in the recommended engine cluster, will preserve to the input of internal memory and believe
Breath is sent to the newly-increased recommendation server.
When having new recommendation server to add in recommended engine cluster or starting, the newly-increased recommendation server can be to
Distributing layer server request full dose is pushed, and now distributing stratum server can believe all inputs accumulated in internal memory
Breath full dose gives the recommendation server, so that there is a certain amount of impression information in recommendation server, it is to avoid go out
The problem that now cannot be recommended because impression information is not enough, also due to providing impression information and improve
Recommend accuracy, that is to say, solve the problems, such as the cold start-up of recommendation server.
Alternatively, on the basis of embodiment illustrated in fig. 2, the distribution stratum server 203B be additionally operable to every
Predetermined period, will preserve to the impression information of internal memory the specified storage list preserved to the distribution stratum server
Unit；When the distributing layer Server Restart, by the impression information preserved in the designated memory cell again
Secondary reading internal memory.
Additionally, distribution stratum server can also periodically land the content in internal memory, and on startup will landing
Content read in internal memory again, so as to delay machine restart when, offer service can be quickly provided.
Alternatively, on the basis of embodiment illustrated in fig. 2, the push server cluster 203 is used in institute
State and select in recommended engine cluster a recommendation server as the starting point of transmission link, by the throwing for receiving
The information of putting is sent to the recommendation server as starting point so that the recommendation server is receiving input letter
After breath, the impression information is transmitted according to the node sequence of the transmission link.
In actual scene, multimedia file commending system may need while processing multiple multimedia files to throw
Information is put, therefore, if by push server cluster impression information is sent to multiple recommendation servers successively,
The long period is then needed, causes transmitting efficiency low.Therefore, push server cluster 203 can will throw in letter
Breath is sent to the specified recommendation server in multiple recommendation servers, by the specified recommendation server as transmission
The starting point of link, the impression information for receiving is entered according to transmission link in the plurality of recommendation server
Row transmission, reaches and multimedia file and multimedia file impression information is sent to arbitrary recommendation server
Purpose.It should be noted that this can be pushed away as the recommendation server of the starting point of transmission link for any one
Recommend server, or the recommendation clothes for selecting the largest number of recommendation server or minimum in recommendation server mark
Business device, it is also possible to be the recommendation server determined according to geographic location, for example, from multiple recommendation services
The recommendation server closest with the push server cluster is selected in device, to shorten transmission time.This
Inventive embodiments are not especially limited to specifically how to select recommendation server.
Above-mentioned all optional technical schemes, can adopt the alternative embodiment for arbitrarily combining to form the disclosure,
This is no longer repeated one by one.
Further, for multimedia file commending system, it can also be to there is multimedia file number
According to storehouse, that is to say, when multimedia file is stored, the file that multimedia file is allocated can be based on
Mark, storage at most media file database subsequently in recommendation process, can be based on multimedia file
The information such as file identification and impression information is recommended, further according to the mark to be recommended for determining, from multimedia
Obtain corresponding multimedia file in document data bank to be recommended.Specifically, in recommendation process, can be with
Comprise the steps：
The first step, service server cluster 201 receives multimedia file recommendation request, and the multimedia file is pushed away
Recommend request and carry multimedia file bit-identify and user profile.
Wherein, the multimedia file bit-identify is used for unique mark multimedia file position, the multimedia file position
Can be certain using A chat interface, interface of registering etc., the embodiment of the present invention is not construed as limiting to this.User
Information refer to send multimedia file recommendation request user information, specifically, it is assumed that user be by with
The multimedia file recommendation request that family account sends, then service server can be by user in application user
The content filled in during account is obtaining user profile.The user profile can include age, the property of user
Not, the information such as residence.
Specifically, after multimedia file recommendation request is received, service server cluster 201 is according to many matchmakers
The multimedia file bit-identify carried in the request of body file recommendation and user profile, from multimedia file data
In library module, the multimedia file of the first preset number is obtained, and the multimedia of first preset number is literary
The corresponding multimedia file identification of part is sent to recommended engine cluster 202.
Second step, recommended engine cluster 202 according to the multimedia file identification of first preset number, from pushing away
Recommend in the local cache of engine cluster 202 and obtain impression information, based on the impression information, from first present count
In purpose multimedia file identification, the multimedia file identification of the second preset number is filtered out.
Wherein, second preset number is less than first preset number.
Specifically, each recommendation server can be corresponding according to the multimedia file identification of the first preset number
Impression information, by assignment algorithm, from the multimedia file identification of first preset number second is filtered out
The multimedia file identification of preset number.Further, recommendation server can also be to second preset number
Multimedia file identification carry out the processes such as ranking, marking so that service server cluster 201 can basis
The ranking is determining consequently recommended multimedia file.
3rd step, recommended engine cluster 202 sends the multimedia file identification of second preset number to institute
State service server 201.
Recommendation server in recommended engine cluster 202 completes the multimedia file mark for screening the second preset number
After knowledge, just the multimedia file identification of second preset number can be sent to service server cluster 201.
4th step, multimedia file of the service server cluster 201 according to the second preset number for receiving
Mark, carries out multimedia file recommendation.
Specifically, service server can be by the corresponding multimedia file of the multimedia file identification of top ranked
Recommend user.Certainly, service server can also carry out multimedia file recommendation according to other standards, this
Inventive embodiments are not construed as limiting to this.
A kind of impression information storage method that the embodiment of the present invention is also provided, is applied to many shown in above-mentioned Fig. 2
In media file commending system, the system includes：Service server cluster, recommended engine cluster, push
Server cluster and distributed storage cluster, methods described includes：When the service server cluster is received
To multimedia file impression information when, the impression information is respectively sent to into the push server cluster
With the distributed storage cluster, when the push server cluster receives impression information, will receive
Impression information push to the recommended engine cluster, when the recommended engine cluster receives impression information,
The impression information for receiving is stored in into the local cache of the recommended engine cluster, and according to the impression information
Carry out multimedia file recommendation.
Alternatively, it is described when the push server cluster receives impression information, by the input for receiving
Information pushing to the recommended engine cluster includes：
When the push server cluster receives impression information, according to the loading condition of multiple discharge devices,
Determine the target discharge device of the impression information, and the impression information sent to the target discharge device,
The impression information for receiving is sent to the recommended engine cluster by the target discharge device.
Alternatively, according to the loading condition of multiple discharge devices, the target distribution for determining the impression information sets
It is standby to include：The connection status accessed between stratum server detection and the plurality of discharge device；It is described to connect
Enter stratum server and detect any one discharge device in when connecting abnormality, it is determined that target discharge device
When, ignore the discharge device of the connection abnormality.
It should be noted that：Above-described embodiment provide impression information storage method when impression information is stored,
Only it is illustrated with the division of each function cluster in multimedia file storage system, in practical application, can
With as desired by above-mentioned functions distribution completed by different function clusters, will system internal structure draw
It is divided into different function clusters, to complete all or part of function described above.In addition, above-mentioned enforcement
The impression information storage method that example is provided belongs to same design with multimedia file storage system embodiment, its tool
Body realizes that process refers to system embodiment, repeats no more here.
One of ordinary skill in the art will appreciate that realize all or part of step of above-described embodiment can pass through
Hardware is completing, it is also possible to which the hardware that correlation is instructed by program is completed, and described program can be stored in
In a kind of computer-readable recording medium, storage medium mentioned above can be read only memory, disk or
CD etc..
Fig. 3 is a kind of block diagram of the server 300 for providing according to embodiments of the present invention.With reference to Fig. 3, server
300 include process assembly 322, and it further includes one or more processors, and by the institute of memorizer 332
The memory resource of representative, can be by the instruction of the execution of processing component 322, such as application program for storage.
In memorizer 332 store application program can include it is one or more each refer to corresponding to one group
The module of order.Additionally, process assembly 322 is configured to execute instruction, to perform above-mentioned each cluster in take
Method performed by business device side.
Server 300 can also include that a power supply module 326 is configured to the power supply of execute server 300
Management, a wired or wireless network interface 350 is configured to for server 300 to be connected to network, and one
Individual input and output (I/O) interface 358.Server 300 can be operated based on the behaviour for being stored in memorizer 332
Make system, such as Windows ServerTM, Mac OS XTM, UnixTM,LinuxTM, FreeBSDTMOr
It is similar.
Presently preferred embodiments of the present invention is the foregoing is only, it is all the present invention's not to limit the present invention
Within spirit and principle, any modification, equivalent substitution and improvements made etc. should be included in the present invention's
Within protection domain.
Claims (10)
1. a kind of multimedia file commending system, it is characterised in that include：Service server cluster, recommendation
Engine cluster, push server cluster and distributed storage cluster；
The service server cluster, for receiving the impression information of multimedia file, and described input is believed
Breath is respectively sent to the push server cluster and the distributed storage cluster；
The push server cluster, for the impression information for receiving to be pushed to into the recommended engine cluster；
The recommended engine cluster is used to for the impression information for receiving to be stored in the local of the recommended engine cluster
Caching, and multimedia file recommendation is carried out according to the impression information；
The distributed storage cluster is used to store the impression information.
2. system according to claim 1, it is characterised in that the push server cluster includes connecing
Enter stratum server, distribution stratum server and multiple discharge devices；
Wherein, the access stratum server, for receiving the impression information；
The distribution stratum server, for according to the loading condition of the plurality of discharge device, determining the throwing
The target discharge device of information is put, and the impression information is sent to the target discharge device；
The plurality of discharge device, for the impression information for receiving to be sent to the recommended engine cluster.
3. system according to claim 2, it is characterised in that the access stratum server is additionally operable to inspection
Survey and the connection status between the plurality of discharge device, when any one discharge device is in connection abnormality
When, it is determined that during target discharge device, ignoring the discharge device of the connection abnormality.
4. system according to claim 2, it is characterised in that the distribution stratum server, is additionally operable to
The impression information for receiving is preserved into the internal memory of the distribution stratum server.
5. system according to claim 4, it is characterised in that the distribution stratum server, is additionally operable to
When detect have newly-increased recommendation server to start in the recommended engine cluster when, will preserve the throwing to internal memory
The information of putting is sent to the newly-increased recommendation server.
6. system according to claim 4, it is characterised in that the distribution stratum server, is additionally operable to
Every predetermined period, will preserve to the impression information of internal memory to preserve to distribution the specified of stratum server and deposit
Storage unit；
When the distributing layer Server Restart, by the impression information preserved in the designated memory cell again
Secondary reading internal memory.
7. system according to claim 4, it is characterised in that the push server cluster, is used for
Select a recommendation server as the starting point of transmission link in the recommended engine cluster, will receive
Impression information send to the recommendation server as starting point so that the recommendation server is receiving throwing
After putting information, the impression information is transmitted according to the node sequence of the transmission link.
8. a kind of impression information storage method, it is characterised in that the multimedia file for being applied to weigh described in 1 is pushed away
In recommending system, the system includes：Service server cluster, recommended engine cluster, push server cluster
And distributed storage cluster, methods described includes：
When the service server cluster receives the impression information of multimedia file, by the impression information
The push server cluster and the distributed storage cluster are respectively sent to, when the push server collection
When group receives impression information, the impression information for receiving is pushed to into the recommended engine cluster, when described
When recommended engine cluster receives impression information, the impression information for receiving is stored in into the recommended engine cluster
Local cache, and multimedia file recommendation is carried out according to the impression information.
9. method according to claim 8, it is characterised in that described when the push server cluster
When receiving impression information, the impression information for receiving is pushed to into the recommended engine cluster includes：
When the push server cluster receives impression information, according to the loading condition of multiple discharge devices,
Determine the target discharge device of the impression information, and the impression information sent to the target discharge device,
The impression information for receiving is sent to the recommended engine cluster by the target discharge device.
10. method according to claim 9, it is characterised in that according to the load of multiple discharge devices
Situation, determining the target discharge device of the impression information includes：
The connection status accessed between stratum server detection and the plurality of discharge device；
The access stratum server detects any one discharge device in when connecting abnormality, it is determined that mesh
During mark discharge device, ignore the discharge device of the connection abnormality.
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| CN110659404A (en) * | 2018-06-13 | 2020-01-07 | 腾讯科技（深圳）有限公司 | Information recommendation method and device and storage medium |
| CN110659404B (en) * | 2018-06-13 | 2024-03-15 | 深圳市雅阅科技有限公司 | Information recommendation method, device and storage medium |
| CN113032587A (en) * | 2019-12-25 | 2021-06-25 | 北京达佳互联信息技术有限公司 | Multimedia information recommendation method, system, device, terminal and server |
| CN113032588A (en) * | 2019-12-25 | 2021-06-25 | 北京达佳互联信息技术有限公司 | Multimedia recommendation system, method, device and equipment |
| CN113032587B (en) * | 2019-12-25 | 2023-07-28 | 北京达佳互联信息技术有限公司 | Multimedia information recommendation method, system, device, terminal and server |
| CN113032588B (en) * | 2019-12-25 | 2024-03-08 | 北京达佳互联信息技术有限公司 | Multimedia recommendation system, method, device and equipment |
| CN111368206A (en) * | 2020-03-17 | 2020-07-03 | 深圳市前海随手数据服务有限公司 | Service recommendation method, device, server and storage medium |
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| Publication number | Publication date |
|---|---|
| CN106570006B (en) | 2020-04-21 |
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