• Title/Summary/Keyword: Movie Review

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Product Community Analysis Using Opinion Mining and Network Analysis: Movie Performance Prediction Case (오피니언 마이닝과 네트워크 분석을 활용한 상품 커뮤니티 분석: 영화 흥행성과 예측 사례)

  • Jin, Yu;Kim, Jungsoo;Kim, Jongwoo
    • Journal of Intelligence and Information Systems
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    • v.20 no.1
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    • pp.49-65
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    • 2014
  • Word of Mouth (WOM) is a behavior used by consumers to transfer or communicate their product or service experience to other consumers. Due to the popularity of social media such as Facebook, Twitter, blogs, and online communities, electronic WOM (e-WOM) has become important to the success of products or services. As a result, most enterprises pay close attention to e-WOM for their products or services. This is especially important for movies, as these are experiential products. This paper aims to identify the network factors of an online movie community that impact box office revenue using social network analysis. In addition to traditional WOM factors (volume and valence of WOM), network centrality measures of the online community are included as influential factors in box office revenue. Based on previous research results, we develop five hypotheses on the relationships between potential influential factors (WOM volume, WOM valence, degree centrality, betweenness centrality, closeness centrality) and box office revenue. The first hypothesis is that the accumulated volume of WOM in online product communities is positively related to the total revenue of movies. The second hypothesis is that the accumulated valence of WOM in online product communities is positively related to the total revenue of movies. The third hypothesis is that the average of degree centralities of reviewers in online product communities is positively related to the total revenue of movies. The fourth hypothesis is that the average of betweenness centralities of reviewers in online product communities is positively related to the total revenue of movies. The fifth hypothesis is that the average of betweenness centralities of reviewers in online product communities is positively related to the total revenue of movies. To verify our research model, we collect movie review data from the Internet Movie Database (IMDb), which is a representative online movie community, and movie revenue data from the Box-Office-Mojo website. The movies in this analysis include weekly top-10 movies from September 1, 2012, to September 1, 2013, with in total. We collect movie metadata such as screening periods and user ratings; and community data in IMDb including reviewer identification, review content, review times, responder identification, reply content, reply times, and reply relationships. For the same period, the revenue data from Box-Office-Mojo is collected on a weekly basis. Movie community networks are constructed based on reply relationships between reviewers. Using a social network analysis tool, NodeXL, we calculate the averages of three centralities including degree, betweenness, and closeness centrality for each movie. Correlation analysis of focal variables and the dependent variable (final revenue) shows that three centrality measures are highly correlated, prompting us to perform multiple regressions separately with each centrality measure. Consistent with previous research results, our regression analysis results show that the volume and valence of WOM are positively related to the final box office revenue of movies. Moreover, the averages of betweenness centralities from initial community networks impact the final movie revenues. However, both of the averages of degree centralities and closeness centralities do not influence final movie performance. Based on the regression results, three hypotheses, 1, 2, and 4, are accepted, and two hypotheses, 3 and 5, are rejected. This study tries to link the network structure of e-WOM on online product communities with the product's performance. Based on the analysis of a real online movie community, the results show that online community network structures can work as a predictor of movie performance. The results show that the betweenness centralities of the reviewer community are critical for the prediction of movie performance. However, degree centralities and closeness centralities do not influence movie performance. As future research topics, similar analyses are required for other product categories such as electronic goods and online content to generalize the study results.

Determinants of Movie Success from Foreign Countries in Korea (한국 개봉 미국 제외 외국 영화 흥행 결정 요인)

  • Wang, Bing Xin;Chon, Bum Soo
    • The Journal of the Korea Contents Association
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    • v.16 no.2
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    • pp.96-105
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    • 2016
  • This study examined determinants of movie success from foreign countries except the U.S. in Korea. This research is based on analyses of data based on 500 movies between 2004 and 2013. The major results are following; firstly, in terms of movie success, there were significant differences among three attributes including the origin of countries, genres and distributors. Although determinants of movie success from Japan were animation genre and major distributors, they were action genre and major distributors for European countries. Determinants of movie success from other countries was only animation genre. However, there were no any explanation factions for Chinese movies.

Movie Rating Inference by Construction of Movie Sentiment Sentence using Movie comments and ratings (영화평과 평점을 이용한 감성 문장 구축을 통한 영화 평점 추론)

  • Oh, Yean-Ju;Chae, Soo-Hoan
    • Journal of Internet Computing and Services
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    • v.16 no.2
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    • pp.41-48
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    • 2015
  • On movie review sites, movie ratings are determined by netizens' subjective judgement. This means that inconsistency between ratings and opinions from netizens often occurs. To solve this problem, this paper proposes sentiment sentence sets which affect movie evaluation, and apply sets to comments to infer ratings. Creation of sentiment sentence sets is consisted of two stages, construction of sentiment word dictionary and creation of sentiment sentences for sentiment estimation. Sentiment word dictionary contains sentimental words and its polarities included in reviews. Elements of sentiment sentences are combined with movie related noun and predicate from words sentiment word dictionary. In this study, to make correspondence between polarity of sentiment sentence and sentiment word dictionary, sentiment sentences which have different polarity with sentiment word dictionary are removed. The scores of comments are calculated by applying averages of sentiment sentences elements. The result of experiment shows that sentence scores from sentiment sentence sets are closer to reflect real opinion of comments than ratings by netizens'.

A Study of the Costumes and Make-up in the Movie "Anna Karenina"

  • Jung, Jeewon;Kim, Eunsil
    • Journal of Fashion Business
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    • v.19 no.3
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    • pp.14-30
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    • 2015
  • The purpose of this study is to establish how main characters' mental states are expressed through costumes and makeup by understanding and analyzing the relationship between the costumes and the makeup in the movie "Anna Karenina" and to compare the 19th century Russian costumes. The study methods are a literature review and an empirical case study. The results are as follows. First, the costumes in "Anna Karenina" are a mixture of late crinoline and early bustle style in general. However, the costumes were altered after the actress's movements and acting were considered. Regarding colors, Anna wears a lavender robe as the virtuous wife, a wine-colored robe for love and death, and a white robe for innocence, thus reflecting her mental states; through the colors, her changes of mental state are expressed. Second, the costumes of Alexei Vronsky, are similar in style and colors to those of mid-late 19th century Russian military uniforms. White, blue and black costume colors are used to describe his situations and emotional changes. Third, Alexei Karenin wears 19th century costumes of dark and achromatic colors without decorations, representing his conservative, authoritative character. However, he showshis rage with a wine and red-colored costume at the end of the movie. Fourth, regarding the makeup in the movie, Anna wears makeup of a soft pink-gold color influenced by 19th century naturalism. Male characters express their characteristics with their beards and hair styles. Vronsky's Hollywood mustaches and wavy blonde hair show his charm, and Karenin's chin curtain beard and bald head reveal his conservative character. The costumes of the three main characters in the movie are not very different from 19th century style in general, but mental states and situations are expressed through accessories, and colors maximize all of the effects. Through this research, it is illustrated that the costumes and makeup in a movie can not only express characters' emotional changes but also show the relationships between the characters in different scenes.

The Impact of Opening Day Box Office Performance on a Movie's Final Box Office: Focusing on a Movie's Box Office Rank on an Opening Day (영화의 개봉일 흥행성과가 영화의 최종 흥행에 미치는 영향: 개봉일 흥행순위를 중심으로)

  • Choi, Sung-Hee
    • The Journal of the Korea Contents Association
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    • v.20 no.12
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    • pp.221-229
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    • 2020
  • This study aims to find out predictors of a movie's eventual box office, focusing on a movie's box office rank on an opening day. For an empirical analysis, I use data of 794 commercial movies released in the Korean theatrical exhibition market during the recent five years(2013~2017). The regression analysis shows that being box office number one on an opening day has statistically significant impact on a movie's final box office. A movie's quality, measured by audience's review, does not give significant impact on top1 movie's final success. Indexes such as increase of showing number on Sunday are strongly related to a movie's economic success. The additional analysis on box office number one movie on an opening day, totally 158 movies, finds that box office growth rate on a second week is strongly related to a movie's final success. Lastly, correlation coefficient of a movie's opening day box office and final box office does not show consistent growth when the coefficient is compared yearly. This study might have meaning in that it proposes new box office predictors and shows the relation of the indexes and a movie's final performance empirically.

The Effect of Online Word of Mouth on Movie Sales: Moderating Roles of Types of Social Media (온라인 구전이 영화매출에 미치는 영향: 소유미디어와 획득미디어의 조절효과를 중심으로)

  • Jung Won Lee;Cheol Park
    • Information Systems Review
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    • v.21 no.2
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    • pp.29-50
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    • 2019
  • Social media is divided into Owned Media, operated by companies according to information sources, and Earned Media, which third parties produce contents. Social media research developing the logic that brand-related content in social media increases awareness of potential customers and positively changes brand attitudes, resulting in increased sales and business performance. However, there are limitations in previous researches that can not fully explain the difference of media synergy effect according to the information source of social media. it is very important for the consumer to integrate media management because consumers are more likely to choose appropriate media information for the information needed at each decision making stage. The purpose of this study is to analyze the effect of eWOM of review site and social media (owned media and earned media) on movie sales. To do this, we collected 3,589 review data from films released in 2017. The results of the study showed that eWOM of review site, social media (owned media and earned media) had a positive effect on movie sales. However, it was found that the effect of moderating eWOM of review site was different between the owned media and the earend media.

Uses of Science Fiction Movie Education Materials for the Middle School Female Students to Enhance Their Interests in Science (여학생의 과학에 대한 관심 고취를 위한 공상과학영화 교육매체의 활용)

  • Kim, Maljin;Shim, Sugie
    • Journal of Science Education
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    • v.35 no.2
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    • pp.221-229
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    • 2011
  • These days effective science education programs are required for girls to encourage them to pursue their career in science and engineering areas. This paper presents the preliminary results of an analysis performed to measure the effectiveness of a middle school education program, in which a science fiction movie as a multimedia educational material is shown to students and afterward discussion and review process for the scientific subjects included in the movie are given to them. The analysis is based on a study of students' responses on surveys performed after showing the science fiction movies during a science camp and a regular school class. The survey results of female students are compared with those of male students. The results indicate that the education program using science fiction movies could be more effective to female students than to male students in motivating and enhancing their interest in scientific subjects. A preliminary guide and afterward review and discussion on the scientific contents dealt in the movie turned out to be helpful to enhance the effectiveness of this science education program.

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A Study on Gender Identity shown in Movie Costumes from 1930′s to 1990′s -Focused on Masculinity and Feminity- (1930-1990년대 영화 의상에 나타난 젠더 정체성(I) -남성성(Masculinity), 여성성(Feminity)를 중심으로-)

  • 정세희;양숙희
    • Journal of the Korean Home Economics Association
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    • v.40 no.5
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    • pp.63-78
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    • 2002
  • The movie costumes may serve to change individuals'ego identity, shift a gender identity to another one and make multiple and plural gender identities shared. The unique identities shown in movies can influence the audience to the extent that they will imitate characters's costumes or appearance in their real life, replacing their inner, unrealizable and private fantasy with real one. The purpose of this study is to review the movies produced in 1930's and thereafter by categorizing the socio-cultural gender concepts into masculinity and feminity. Masculinity and Feminity are not attributions fixed by some physical characteristics, but it tends to be changed or expended by some social factors over time. In short, it may be a flexible, plural, individual and self-introspecive attribute. Movies present diverse types of masculinity and feminity, and in particular, the movie costumes specify them. In other words, the costumes may be model means expressing the masculinity and feminity, and the gender identities shown in the movies tend to be imitated, re-created or assumed by the audience. All in all, the movie costumes serve to take on the confrontation of masculinity and feminity between inner, unrealizable and private fantasy and external reality and thereby, expand it from internal to external issue and thus, change or reform masculinity and feminity.

Analysis of Gender Identity Expressed in the Movie based on Judith Butler's Gender Theory

  • Kim, HeeSeon;Kim, Jinyoung;Kan, Hosup
    • Journal of Fashion Business
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    • v.23 no.6
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    • pp.76-85
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    • 2019
  • is based on a true story of the first transgender individual. It portrays psychological changes visually during the protagonist's confusion with self-identity based on gender. This study analyzes gender identity in contemporary fashion intensively based on gender images and costumes appearing in the film . In the society lacking a fixed gender image, this study provides a timely insight into gender identities by analyzing the fashions depicted in the movie. The movie is a true story of the first transgender person working hard to determine his or her own gender identity. As a research method, the theoretical basis of genderless approach was established via literature review. The characteristics of genderless identity were determined by dividing the movie into established and ambiguous gender periods to analyze the comprehensive changes in costumes for comparison. Einer Wagner representing male identity portrays men's fashion whereas Lily Elbe representing female identity depicts women's fashion. While the two different genders find their places in a single body, the confusion creates genderless fashion. By dividing these phases into femininity, masculinity and genderless categories, each costume was analyzed comprehensively, and the images of relatively changing fashion were studied by altering the gender identity. Four characteristics including androgyne, rebellion, pleasure and balance were derived from the gender identity based on Fashion in .

An Analysis of Newspaper Coverage of Korean Movie Stars : Focusing on the Image of Movie Stars and Reporting Trend (신문의 한국 영화스타 보도 내용분석 : 영화스타의 이미지와 보도 경향 중심으로)

  • Tae, Bo-Ra
    • The Journal of the Korea Contents Association
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    • v.19 no.9
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    • pp.535-549
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    • 2019
  • The purpose of this study was to examine what kind of images were presented on movie stars in the newspaper. For the purpose, we classified the time period according to the movie industry and media trend, selected representative stars by period, and collected 798 related articles reported in newspapers. As a result of analyzing the reporting trend, domestic and foreign topics, news format, and gender difference in collected movie star articles, it was found that the image of movie stars reproduced in newspaper articles had mostly neutral images that do not represent specific gender. Since the 2000s, news coverage was changed to reproduce various images rather than being fixed to particular images, and the subject of report became more diversified through comparison of domestic and foreign topics. In addition, articles in the form of book review decreased and the interview-type articles increased in number, and in the case of male movie stars, the proportion of articles based on works was high in comparison to female movie stars. This study has significance in that it explored the changes in the process of reproducing star images diachronically from the initial stage of stars to the modern times. And it is hoped that this study will serve as basic data for the follow-up studies on the process of reproducing various images in the multi-media era.