CN107862410A - A kind of film screening system and method for machine simulation - Google Patents
A kind of film screening system and method for machine simulation Download PDFInfo
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- CN107862410A CN107862410A CN201711092368.5A CN201711092368A CN107862410A CN 107862410 A CN107862410 A CN 107862410A CN 201711092368 A CN201711092368 A CN 201711092368A CN 107862410 A CN107862410 A CN 107862410A
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Abstract
The invention discloses a kind of film screening system and method for machine simulation, the system includes：Movie theatre itself history data collection module, for collect movie theatre itself screening and seat of honour situation into server database；Other cinemas history data collection modules, for collect other cinemas screening and seat of honour situation into server database；Screening film information maintenance module is treated, treats screening film information into server database for safeguarding；Machine mould module, for utilizing the historical data being collected into server database, analyze the situation for calculating each factor of influence successively using Bayes and logistic regression algorithm, with reference to treating screening film information, the film that ranking is most preceding in each factor is taken, most screening is recommended to be input in server database at last；As a result output module, for recommending to be exported the screening in server database.The present invention can analyze the influence situation of each factor, so as to realize the optimization of screening, and greatly reduce the time of screening.
Description
Technical field
The present invention relates to film analysis technical field, and in particular to a kind of film screening system and method for machine simulation.
Background technology
In recent years, Chinese film industry was quickly grown.On the one hand, the support of government policy and China's film market body
System perfects so that China's film industry flourishes, and large quantities of outstanding commercial films emerge；On the other hand, with
The raising of income level of resident, the consumption for film culture field also improve therewith, have stimulated film industry to cater to consumption
The demand of person and constantly advance.According to statistics, during 2003 to 2014, China's film year box office total amount rises to from 1,100,000,000 yuan
29600000000 yuan, national movie theatre total amount increases to 2298 by 1108, and screen sum increases to 23592 pieces from 2296 pieces, average annual to increase
Long rate is more than 30%.The film industry of China still has huge development prospect.
The film screening of existing movie theatre is estimated, local sight using the mode of artificial screening based on each film play ratio
The data such as shadow preference, prime time and experience are completed.Due to the fact that：
1), the data of reference is incomplete or unilateral；
2) and personnel lack experience, and screening focus is not complete or unilateral.
Cause to have the disadvantages that：
1), time-consuming and is difficult to optimize；
2), it is big to estimate deviation for seat of honour number.
The content of the invention
In view of this, in order to solve above mentioned problem of the prior art, the present invention proposes a kind of film row of machine simulation
Piece system and method, calculated based on substantial amounts of data and play influence factor, according to this movie theatre and other retrievable movie theatres
Film viewing number over the years and attendance, screening rate situation, using Bayes and logistic regression Algorithm Analysis factor of influence
Viewing number is estimated in accounting situation, calculating, realizes intelligence, reasonable screening.
The present invention is solved the above problems by following technological means：
A kind of film screening system of machine simulation, including：
Movie theatre itself history data collection module, for collect movie theatre itself screening and seat of honour situation to server data
In storehouse；
Other cinemas history data collection modules, for collect other cinemas screening and seat of honour situation to server data
In storehouse；
Screening film information maintenance module is treated, treats screening film information into server database for safeguarding；
Machine mould module, for using the historical data being collected into server database, using Bayes and logic
Regression algorithm analyzes the situation for calculating each factor of influence successively, with reference to screening film information is treated, takes ranking in each factor
Most preceding film, most screening is recommended to be input in server database at last；
Server database, for storing various data messages；
As a result output module, for recommending to be exported the screening in server database.
Further, the machine mould module be additionally operable to analyze screening recommend estimate viewing number, estimate viewing people
Number analysis method is to analyze the number of possible viewing respectively by each factor, is finally averaged.
Further, screening recommendation is also exported while the result output module output screening is recommended estimates viewing
Number.
Further, screening and seat of honour situation, which are related to information, includes film plot, film duration, language, film class
Type, the film place of production, show time, whether festivals or holidays, period；
Factor of influence be related to information include the period, the actual viewing number of film, play, movie theater can hold be viewing number,
Movie theater arrangement, plot, film duration, language, films types, the film place of production.
Further, the language is national language, English or Guangdong language；The films types are action movie, cartoon, horror film
Or comedy；The film place of production is native country, the U.S., Britain or France.
A kind of film screening method of machine simulation, comprises the following steps：
S1, the screening for collecting movie theatre itself and seat of honour situation are into server database；
S2, the screening for collecting other cinemas and seat of honour situation are into server database；
S3, maintenance treat screening film information into server database；
S4, using the historical data being collected into server database, divided successively using Bayes and logistic regression algorithm
Analysis calculates the situation of each factor of influence, with reference to screening film information is treated, takes the film that ranking is most preceding in each factor, finally
Screening is recommended to be input in server database；
S5, by server database screening recommend exported.
Further, in step S4, that also analyzes screening recommendation estimates viewing number, estimates viewing number analysis method
To analyze the number of possible viewing respectively by each factor, finally average.
Further, in step S5, output screening recommend while also export the screening recommendation estimate viewing number.
Further, screening and seat of honour situation, which are related to information, includes film plot, film duration, language, film class
Type, the film place of production, show time, whether festivals or holidays, period；
Factor of influence be related to information include the period, the actual viewing number of film, play, movie theater can hold be viewing number,
Movie theater arrangement, plot, film duration, language, films types, the film place of production.
Further, the language is national language, English or Guangdong language；The films types are action movie, cartoon, horror film
Or comedy；The film place of production is native country, the U.S., Britain or France.
Compared with prior art, beneficial effects of the present invention are as follows：
The present invention film viewing number over the years according to this movie theatre and other retrievable movie theatres and attendance, screening
Rate situation, the influence situation of each factor can be analyzed using Bayes and logistic regression algorithm, so as to realize the optimization of screening, and
The time of screening is greatly reduced.
Brief description of the drawings
Technical scheme in order to illustrate the embodiments of the present invention more clearly, make required in being described below to embodiment
Accompanying drawing is briefly described, it should be apparent that, drawings in the following description are only some embodiments of the present invention, for
For those of ordinary skill in the art, on the premise of not paying creative work, other can also be obtained according to these accompanying drawings
Accompanying drawing.
Fig. 1 is the structural representation of the film screening system of machine simulation of the present invention；
Fig. 2 is the topological diagram of the film screening system of machine simulation of the present invention；
Fig. 3 is the flow chart of the film screening method of machine simulation of the present invention.
Embodiment
In order to facilitate the understanding of the purposes, features and advantages of the present invention, below in conjunction with accompanying drawing and specifically
Embodiment technical scheme is described in detail.It is pointed out that described embodiment is only this hair
Bright part of the embodiment, rather than whole embodiments, based on the embodiment in the present invention, those of ordinary skill in the art are not having
There is the every other embodiment made and obtained under the premise of creative work, belong to the scope of protection of the invention.
Embodiment 1
As shown in Figure 1 and Figure 2, the present invention provides a kind of film screening system of machine simulation, including：
Movie theatre itself history data collection module, for collect movie theatre itself screening and seat of honour situation to server data
In storehouse；
Other cinemas history data collection modules, for collect other cinemas screening and seat of honour situation to server data
In storehouse；
Screening film information maintenance module is treated, treats screening film information into server database for safeguarding；
Machine mould module, for using the historical data being collected into server database, using Bayes and logic
Regression algorithm analyzes the situation for calculating each factor of influence successively, with reference to screening film information is treated, takes ranking in each factor
Most preceding film, most screening is recommended to be input in server database at last；
Server database, for storing various data messages；
As a result output module, for recommending to be exported the screening in server database.
The machine mould module be additionally operable to analyze screening recommend estimate viewing number, estimate viewing number analysis method
To analyze the number of possible viewing respectively by each factor, finally average.
Screening recommendation is also exported while the result output module output screening recommendation estimates viewing number.
The course of work of the film screening system of machine simulation of the present invention is as follows：
1) historical data, is collected into server database：
The viewing screening information of history is divided into two pieces：Movie theatre itself screening and seat of honour situation, other cinemas screenings with
And seat of honour situation information；Being related to information has film plot, film duration, language (national language, English, Guangdong language etc.), film class
Type (action movie, cartoon, horror film, comedy etc.), the film place of production (native country, the U.S., Britain, France etc.), show time, be
No festivals or holidays, period etc.；
2), safeguarding treats screening film information to server database：Show time, film plot, film duration, language
Say (national language, English, Guangdong language etc.), films types (action movie, cartoon, horror film, comedy etc.), the film place of production (native country, U.S.
State, Britain, France etc.) etc.；
3), machine mould training and screening are recommended:Using the historical information being collected into, calculated using Bayes and logistic regression
Method analysis calculates each factor of influence proportion situation：
As analyzed certain period (example PM7:00-9:00) attendance reaches 70% films types distribution situation (such as the institute of table 1
Show), the film number of comedy is 7, and accounting is 35% (7/ total film number 20 of comedy film number), the film within the period
In type ranking most before；With reference to screening film information is treated, preferential recommendation the type film, according to type ranking, value marks successively
For 1,2,3 ... ...；
Table 1
Same way, the situation in each factor of the period is analyzed successively, the screening being best suitable in calculating (takes each
The most preceding film of ranking in the individual factor, that is, take the film in each factorial analysis minimum in value sum)
What analysis screening was recommended estimates viewing number：Analyze the number of possible viewing respectively by each factor, finally take
Average value.
4), result exports：Export analysis result.
Embodiment 2
As shown in figure 3, the present invention also provides a kind of film screening method of machine simulation, comprise the following steps：
S1, the screening for collecting movie theatre itself and seat of honour situation are into server database；Screening and seat of honour situation are related to letter
Breath has film plot, film duration, language (national language, English, Guangdong language etc.), films types (action movie, cartoon, terror
Piece, comedy etc.), the film place of production (native country, the U.S., Britain, France etc.), show time, whether festivals or holidays, period etc.；
S2, the screening for collecting other cinemas and seat of honour situation are into server database；Screening and seat of honour situation are related to letter
Breath has film plot, film duration, language (national language, English, Guangdong language etc.), films types (action movie, cartoon, terror
Piece, comedy etc.), the film place of production (native country, the U.S., Britain, France etc.), show time, whether festivals or holidays, period etc.；
S3, maintenance treat screening film information into server database；Show time, film plot, film duration,
Language (national language, English, Guangdong language etc.), films types (action movie, cartoon, horror film, comedy etc.), the film place of production (native country,
The U.S., Britain, France etc.) etc.；
S4, using the historical data being collected into server database, divided successively using Bayes and logistic regression algorithm
Analysis calculates the situation of each factor of influence, with reference to screening film information is treated, takes the film that ranking is most preceding in each factor, finally
Screening is recommended to be input in server database；
S5, by server database screening recommend exported.
, can also random which step it is pointed out that step S1, S2, S3 relation in no particular order, can be carried out simultaneously
Preceding, which step is rear, as long as all having carried out can.
In step S4, that also analyzes screening recommendation estimates viewing number, and it is by each to estimate viewing number analysis method
The factor analyzes the number of possible viewing respectively, finally averages.
In step S5, output screening recommend while also export the screening recommendation estimate viewing number.
The present invention film viewing number over the years according to this movie theatre and other retrievable movie theatres and attendance, screening
Rate situation, the influence situation of each factor can be analyzed using Bayes and logistic regression algorithm, so as to realize the optimization of screening, and
The time of screening is greatly reduced.
Embodiment described above only expresses the several embodiments of the present invention, and its description is more specific and detailed, but simultaneously
Therefore the limitation to the scope of the claims of the present invention can not be interpreted as.It should be pointed out that for one of ordinary skill in the art
For, without departing from the inventive concept of the premise, various modifications and improvements can be made, these belong to the guarantor of the present invention
Protect scope.Therefore, the protection domain of patent of the present invention should be determined by the appended claims.
Claims (10)
- A kind of 1. film screening system of machine simulation, it is characterised in that including：Movie theatre itself history data collection module, for collect movie theatre itself screening and seat of honour situation to server database In；Other cinemas history data collection modules, for collect other cinemas screening and seat of honour situation to server database In；Screening film information maintenance module is treated, treats screening film information into server database for safeguarding；Machine mould module, for using the historical data being collected into server database, using Bayes and logistic regression Algorithm analyzes the situation for calculating each factor of influence successively, with reference to screening film information is treated, before taking in each factor ranking most Film, most at last screening recommend be input in server database；Server database, for storing various data messages；As a result output module, for recommending to be exported the screening in server database.
- 2. the film screening system of machine simulation according to claim 1, it is characterised in that the machine mould module is also Viewing number is estimated for analyze screening recommendation, it is by each factor to analyze possibility respectively to estimate viewing number analysis method The number of viewing, finally averages.
- 3. the film screening system of machine simulation according to claim 2, it is characterised in that the result output module is defeated Go out also to export the screening recommendation while screening is recommended estimates viewing number.
- 4. the film screening system of machine simulation according to claim 1, it is characterised in that screening and seat of honour situation are related to Information include film plot, film duration, language, films types, the film place of production, show time, whether festivals or holidays, time Section；Factor of influence is related to that information includes period, the actual viewing number of film, play, movie theater can be held is viewing number, movie theater Arrangement, plot, film duration, language, films types, the film place of production.
- 5. the film screening system of machine simulation according to claim 4, it is characterised in that the language is national language, English Language or Guangdong language；The films types are action movie, cartoon, horror film or comedy；The film place of production be native country, the U.S., Britain or France.
- 6. a kind of film screening method of machine simulation, it is characterised in that comprise the following steps：S1, the screening for collecting movie theatre itself and seat of honour situation are into server database；S2, the screening for collecting other cinemas and seat of honour situation are into server database；S3, maintenance treat screening film information into server database；S4, using the historical data being collected into server database, using Bayes and logistic regression algorithm successively analysis meter The situation of each factor of influence is calculated, with reference to screening film information is treated, the film that ranking is most preceding in each factor is taken, most arranges at last Piece is recommended to be input in server database；S5, by server database screening recommend exported.
- 7. the film screening method of machine simulation according to claim 6, it is characterised in that in step S4, also analyze What screening was recommended estimates viewing number, and it is to analyze the people of possible viewing respectively by each factor to estimate viewing number analysis method Number, finally averages.
- 8. the film screening method of machine simulation according to claim 7, it is characterised in that in step S5, output row Screening recommendation is also exported while piece recommendation estimates viewing number.
- 9. the film screening method of machine simulation according to claim 6, it is characterised in that screening and seat of honour situation are related to Information include film plot, film duration, language, films types, the film place of production, show time, whether festivals or holidays, time Section；Factor of influence is related to that information includes period, the actual viewing number of film, play, movie theater can be held is viewing number, movie theater Arrangement, plot, film duration, language, films types, the film place of production.
- 10. the film screening method of machine simulation according to claim 9, it is characterised in that the language is national language, English Language or Guangdong language；The films types are action movie, cartoon, horror film or comedy；The film place of production be native country, the U.S., Britain or France.
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Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN108596717A (en) * | 2018-04-16 | 2018-09-28 | 世纪美映影院技术服务（北京）有限公司 | A method of intelligent recommendation is carried out to cinema projection waiting |
| CN109978407A (en) * | 2019-04-08 | 2019-07-05 | 中影环球（北京）科技有限公司 | A kind of system and method that film waiting is adjusted according to movie theatre stream of people feature dynamic |
| CN112070449A (en) * | 2019-06-11 | 2020-12-11 | 杭州晨熹多媒体科技有限公司 | Film arranging data processing method, terminal, server and system |
| CN113395543A (en) * | 2021-05-24 | 2021-09-14 | 红岚文化传播(上海)有限公司 | Multi-film code analysis detection system capable of being supported |
| CN113420075A (en) * | 2021-05-21 | 2021-09-21 | 华数云科技有限公司 | Intelligent cinema film arrangement method and system based on data center |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN108596717A (en) * | 2018-04-16 | 2018-09-28 | 世纪美映影院技术服务（北京）有限公司 | A method of intelligent recommendation is carried out to cinema projection waiting |
| CN109978407A (en) * | 2019-04-08 | 2019-07-05 | 中影环球（北京）科技有限公司 | A kind of system and method that film waiting is adjusted according to movie theatre stream of people feature dynamic |
| CN112070449A (en) * | 2019-06-11 | 2020-12-11 | 杭州晨熹多媒体科技有限公司 | Film arranging data processing method, terminal, server and system |
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Application publication date: 20180330 |