• Title/Summary/Keyword: Popularity of Movies

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Movie Popularity Classification Based on Support Vector Machine Combined with Social Network Analysis

  • Dorjmaa, Tserendulam;Shin, Taeksoo
    • Journal of Information Technology Services
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    • v.16 no.3
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    • pp.167-183
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    • 2017
  • The rapid growth of information technology and mobile service platforms, i.e., internet, google, and facebook, etc. has led the abundance of data. Due to this environment, the world is now facing a revolution in the process that data is searched, collected, stored, and shared. Abundance of data gives us several opportunities to knowledge discovery and data mining techniques. In recent years, data mining methods as a solution to discovery and extraction of available knowledge in database has been more popular in e-commerce service fields such as, in particular, movie recommendation. However, most of the classification approaches for predicting the movie popularity have used only several types of information of the movie such as actor, director, rating score, language and countries etc. In this study, we propose a classification-based support vector machine (SVM) model for predicting the movie popularity based on movie's genre data and social network data. Social network analysis (SNA) is used for improving the classification accuracy. This study builds the movies' network (one mode network) based on initial data which is a two mode network as user-to-movie network. For the proposed method we computed degree centrality, betweenness centrality, closeness centrality, and eigenvector centrality as centrality measures in movie's network. Those four centrality values and movies' genre data were used to classify the movie popularity in this study. The logistic regression, neural network, $na{\ddot{i}}ve$ Bayes classifier, and decision tree as benchmarking models for movie popularity classification were also used for comparison with the performance of our proposed model. To assess the classifier's performance accuracy this study used MovieLens data as an open database. Our empirical results indicate that our proposed model with movie's genre and centrality data has by approximately 0% higher accuracy than other classification models with only movie's genre data. The implications of our results show that our proposed model can be used for improving movie popularity classification accuracy.

Changes in Review Length Based on the Popularity of Movies Using Big Data (빅데이터를 활용한 영화 흥행에 따른 리뷰길이 변화)

  • Cho, Yonghee;Park, Yiseul;Kim, Hea-Jin
    • The Journal of the Korea Contents Association
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    • v.18 no.5
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    • pp.367-375
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    • 2018
  • The study aims to determine which groups leave longer(more active) online reviews(comments) on the film by separating groups, one that satisfied with the movie while the other group dissatisfied with the movie. The data used were rating scores and reviews(comments) from Naver Movie API, and break-even point data provided by Korea Film Commission. We analyzed the relationship between movie rating and review length, before and after movie opening, the characteristics of review length according to the box office, and whether the movie rating affects the review length.

A Study on the Popular Factors, Consumption Paths and Effects of Korean Wave Contents: Focused on the Indonesian Market (한류콘텐츠의 인기 요인, 소비 경로 및 효과에 관한 연구:인도네시아 시장을 중심으로)

  • Moon, Hyo-jin
    • The Journal of the Convergence on Culture Technology
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    • v.5 no.2
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    • pp.201-206
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    • 2019
  • The study aims to explore ways to advance into the Indonesian market, focusing on hallyu contents such as Korean dramas, music and movies. To this end, we have empirically explored the reasons why local people in Indonesia like Korean wave contents, its consumption channels, its popularity factors for Korean wave contents and its effectiveness. According to the research, the reasons for the popularity of Korean wave contents were confirmed by the quality of the contents itself and the human appeal of the contents. And the consumption path was mainly through television, and the favorable impression of Korean wave contents was found to have a positive effect on the positive feeling toward Korea and the willingness to visit Korea.

Preference for Korean Popular Culture on Purchase Intention of Korean Fashion Products -Focus on the Dalian Areas of China- (한국대중문화에 대한 선호도가 한국패션상품에 대한 선호도와 구매의도에 미치는 영향 -중국 대련지역을 중심으로-)

  • Yang, Wei-Dong;Kim, Soon-Ah;Rhee, Young-Sun
    • Journal of the Korean Society of Clothing and Textiles
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    • v.36 no.2
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    • pp.206-217
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    • 2012
  • This study examined the causal relationship between the Chinese preference for Korean cultural products (Korean talent, K-pop songs, TV dramas, and movies), for Korean fashion products, and their purchase intentions. The relationship between the Korea's national brand image and Chinese fashion leadership with the three variables was investigated. Data was collected from 580 Chinese in Dalian, China. The data was analyzed using frequency, correlations, reliability, and AMOS for path analysis. The results of this study were as follows. First, the preference for Korean talent, K-pop songs, TV dramas, movies, and fashion products showed that the Chinese had a positive response and the degree of preference for each item was similar. Second, the Chinese preference for Korean talent, movies, and TV dramas significantly influenced the preference for Korean fashion products. In addition, the Chinese preference for Korean fashion products significantly influenced the purchase intentions of Korean fashion products. Third, the Chinese preference for Korean talent and fashion products had a significant relationship with their fashion leadership. In addition, the preference for Korean talent, movies, TV dramas, K-pop songs, fashion products, and purchase intentions had the same positive relationship with Korea's national brand images. This study examined from a structural aspect how the preference of Korean intangible cultural products affected the purchase intention of Korean fashion products. This study explored that the preference for Korean cultural products transcended the popularity of the Korean popular culture with a subsequent national industrial and economic ripple effect that improved the national brand image.

A Study on the Symbolism of Costumes Appeared in Aflred Hitchcock′s Film (알프레드 히스콕의 스릴러 영활에 나타난 복식의 상징성)

  • 이효진;류근영
    • The Research Journal of the Costume Culture
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    • v.9 no.2
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    • pp.259-276
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    • 2001
  • Hitchcock, "a master of the thriller" "leading figure of thriller", was famous for his work style. He never starts filming until completing a perfect conception in his mind before shooting. He started filming after getting a perfect filming plan adding a picture even one detailed shot picture. Also the movie costumes was not an exception in his movie. He put more main object to express a symbolic meanings by recreating movie costumes which were fit to drama′s subject than function which spoke for contemporary popularity also he guides actors to put on the movie costumes examined previously to shape a definite visual character in that works. This research intends not only to look into symbolic and expressive means of dresses through the movie costumes on thriller appeared in Hitchcock′s movie, but also the comprehension width by grasping importance of the movie-costume and dress image in the movie. Hitchock made about 55 movies, mostly thriller movies, from Number 13(1922) n unfinished work to family plot(1976) ones posthumous work. This research examined his the second half of term works(after 1950) such s Rear Window(1954), Vertigo(1958), Psycho(1960), Torn Curtain(19660, Topaz(1969) and Frenzy(1972) which are generally familiar to the public. In conclusion, we can find that the thriller movie costumes as well s the other movie and appeared a character of the film′s characters, social rank, economic level, personality. But expecially, a costume of Hitchcock′s thriller movie can be contained a characteristic factor of a kind of five.

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Design and Evaluation of a Dynamic Disk Striping and a Group-Alternation Round-Robin Data Placement Method for Video-on-Demand Serves (주무형 비디오 서버를 위한 동적 디스크 스트라이핑과 그룹교대 라운드로빈 데이터 배치 방법의 설계 및 평가)

  • 배인한;이재경
    • Journal of Korea Multimedia Society
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    • v.2 no.1
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    • pp.22-29
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    • 1999
  • In video-on-demand systems, movies are striped across the disks of the array in a video server to support multiple access. The blocks of the movies have to be placed carefully on the disks of the array in a video server in order to avoid load imbalance across these disks as well as to achieve maximum utilization of both space and bandwidth of these disks. This paper proposes a movie placement method called the GARR (group-alternation round-robin) that is based on the dynamic disk striping method considering the popularity of movie. The GARR uses group-alternation as movie selection policy and round-robin as data placement policy, where group-alternation allocates popular movie and unpopular movie groups to disks alternately. The performance of the GARR is evaluated by simulations.

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A Study on Cinema Costumes of Edith Head s Work (Edith Head의 작품을 통해 본 영화의상에 관한 연구)

  • 이정희
    • The Research Journal of the Costume Culture
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    • v.4 no.2
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    • pp.219-245
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    • 1996
  • Throughout her life time, Edith Head produced cinema costumes for over one thousand movies. She was the leading cinema costume designer in Hollywood. Since the Academy Awards added the area of costume design to be recognized [during 33 years of her work(1948∼1981)], she was nominated 35 times an awarded eight times. However, there were no significant studies done on her work or accomplishments although she was acknowledged as an ingenue and creative designer who elicited artistic effects by reflect character's images through their costumes. The purpose of the study was focused on revealing Edith Head's life and work as her creations had a great impact in he field of cinema costumes. It was also to emphasize the forceful affect of cinema costumes on fashion and to disclose the powerful influence of cinema costume designers. The method of the study includes reviews of literature, movies for which she created costumes, her own possessions, and fashion magazines as well as her works that were nominated and chosen for the Academy Awards. Edith head's emphasis in costume design was based on a blend of both simplicity and sophistication avoiding excessive exaggeration and transformation in her work. Her work was also realistic and contemporary. She developed a dramatic ambience through an innovative design while preserving the actor's individual character and uniqueness. Through this accept her her work was highly renowned as an art form as it was gaining popularity. She was also a dominant figure who influenced trends in the areas of fashion magazines, uniforms, and public clothing. In the review of her cinema costumes, it was revealed that the styles of cinema costumes can be as quickly adapted by the public as movies are viewed because the cinema costumes are highly projected through a visual channel. Subsequently, a follow up study on the affect of cinema costumes on fashion would be beneficial.

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An Analysis of Related Movie Information Using The Co-Word Method (동시출현단어분석을 이용한 연관영화정보 분석 연구)

  • Choi, Sanghee
    • Journal of the Korean Society for information Management
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    • v.31 no.4
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    • pp.161-178
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    • 2014
  • Recently, many information services allow users to collaborate to produce and use information. Sharing information is also important for users who have similar taste or interest. As various channels are available for users to share their experiences and knowledge, users' data have also been accumulated within the information services. This study collected movie lists made by users of IMDB service. Co-word analysis and ego-centered network analysis were adapted to discover relevant information for users who chose a specific movie. Three factors of movies including movie title, director and genre were used to present related movie information. Movie title is an effective feature to present related movies with various aspects such as theme or characters and the popularity of directors affects on identifying related directors. Genre is not useful to find related movies due to the complexity in the topic of a movie.

The Effects of Cinema Costumes on Fashion -Based onEdith Head's Work- (영화예술에 나타난 의상이 유행에 미친영향 - Edith Head의 영화 의상을 중심으로 -)

  • 이정희
    • Journal of the Korean Society of Costume
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    • v.31
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    • pp.145-164
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    • 1997
  • Cinema costume can stimulate the public to synchronize with and replicate what they see in the movies. Especially when the public thinks the stars in the movies . Especially when the public thinks the stars in the movies are beautiful or dramatic the styles of cinema costumes powerfully affect them. Thus cinema costume designers quickey become fashion designers. Edith Head who strongly believed cinema costumes to be an effective means of portraying the Character's personality and psychological make-up was an innovative designer whose costumes manifested this belief. She enhanced the character's individual image and distinction for the public through her artistic design in costumes. She adapted a realistic approach but her costumes invariably produced aesthetic ef-fects. Since the Academy Awards added the category of costume design she led the field with 35 nominations and eight oscars during 33 years of her productive work. Edith head was a dominant figure in costume design; her creations were highly renowned as an art form while they gained popularity. The purpose of this study was to reveal the ef-fects of Edith Head's cinema costume designs on fashion. This study was also to emphasize the powerful influence on ashion of cinema costume and cinema costume designers in general. The study was done through literature movies for which she created costumes fashion magazines and Edith Head's original sketches. The influence of Edith Head's costume de-sign on fashion is as follows: 1. She introduced and lead the casual fashion in the 1950's combining simplicity and sophistication. 2. She altered uniforms and reconstructed public clothing for multiple functions. 3. She rearranged high school prom dresses through the movie 'A Place in the Sun" to en-hance characteristic of each gender and the Dandy Look of the 1930's into men's apparel in the 1970's through the movie "The Sting" 4. She expanded the traditional style in the 1940's and became a leader in ecological style. 5. She adapted glitter from astronaut's ap-parel into public clothing. 6. She resturctured Sabrina Pants in the 1960's to accentuate the individuals strength by overcoming one's weakness without minimi-zing it's aesthetic appeal and reintroduced the pants in the 1990's. 7. She introduced elegant negligees to gen-eral public and maintained it in the public do-main. As it is revealed Edith Head's costume de-sign not only impacted the field of fashion dur-ing her time but also is presently influencing modern fashion throughout the world as it is witnessed by repeated reintroduction of her fashion styles. Reviewing her cinema costumes it is concluded that cinema costumes it is concluded that cinema costumes powerfully af-fect the public through a visual channel more than any other routes. Cinema costumes can become the origin of fashion by stimulating the public to synchronize with and replicate what they see in the movies. Since cinema costumes can launch fashion trend it requires further research. Based on what is revealed in this study. it would be beneficial to examine how cinema costumes affect people socially and culturally and how they could provide resources for re-search in fashion trends. It is also the writers opinion that there should be more designers such as Edith head who could lead the field of costume design into the twenty-first century.

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Value Articulation Strategy of Media and Content Company: Mainly Focused on Iconix's Animation 'Pororo' Case (미디어 콘텐츠 기업의 무형자산 중심 지식재산 가치 연결 전략: 아이코닉스 애니메이션 뽀로로에 대한 탐색적 사례연구)

  • Ko, Young-Hee;Lee, Seo-Hyun
    • Knowledge Management Research
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    • v.17 no.3
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    • pp.181-206
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    • 2016
  • Under the influence of growing popularity of "hallyu" (Korean wave), corporates that have copyrights such as music, movie, drama as their core competitiveness are showing continuing growth. In Addition, they built on contents are rapidly growing, interests in protection and management of intellectual property rights linked to contents are growing. Global contents development corporates are making great efforts to create profits out of copyrights. They could utilize original contents to strengthen brand value use it to produce additional contents in current market. Also they take advantage of existing storyline of the contents and strong brand to explore new markets. This paper looks into Value articulation model by Professor James Conley and analyzed the firms that utilized intellectual property rights to extend the period of protection, strengthen their competitiveness and succeeded in breaking into new market by using the rights they possess. Also, this paper examines the usage of intellectual property rights and business expansion strategy of of Iconix, the Korean entertainment company, which gained tremendous popularity in last ten years using this model. In Value articulation model, Conley classifies the process of exploiting the portfolio of the single product's(or service's) intellectual property right for a period of time into three stages ; value transference, value translation, value transportation. Pororo's strategy of utilizing intellectual property right is suggestive to domestic entertainment companies. Under the influence of hallyu" (Korean wave), domestic contents such as movies, dramas and music are enjoying the high level of popularity recently not to mention animations. In reality, Korean entertainment companies who have no background or experience of Intellectual property rights are not creating enough added values compared to fast growing market. It is believed Iconix's intellectual property rights management strategy will suggest positive aspects to domestic companies. Moreover, I hope various intellectual property rights management strategies including Conley's value articulation are studied and they can make contributions to managing domestic entertainment companies.