• The Journal of the Korea institute of electronic communication sciences
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• v.16 no.1
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• pp.125-134
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• 2021

With the rapid development of the film industry, the number of films is significantly increasing and movie recommendation system can help user to predict the preferences of users based on their past behavior or feedback. This paper proposes a movie recommendation system based on the latent factor model with the adjustment of mean and bias in rating. Singular value decomposition is used to decompose the rating matrix and stochastic gradient descent is used to optimize the parameters for least-square loss function. And root mean square error is used to evaluate the performance of the proposed system. We implement the proposed system with Surprise package. The simulation results shows that root mean square error is 0.671 and the proposed system has good performance compared to other papers.

• 한국HCI학회:학술대회논문집
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• 2007.02b
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• pp.728-736
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• 2007

P2P 파일공유는 1999년 처음 등장한 이래 저작권 침해로 디지털 콘텐츠 시장을 파괴하는 '해적'으로 간주 되어왔다. 하지만 최근 들어 P2P 시장의 산업적 가능성을 새롭게 주목하는 움직임이 나타나고 있다. 아울러 학계에서는 P2P의 경제적 영향력을 공급자 편향의 시각이 아닌 소비자 측면을 포함한 균형적 관점으로 바라보기 시작했다. 본 연구 역시 균형적 관점에서 P2P를 바라보려는 접근법의 일환으로, P2P 영화파일 공유 이용자들의 영화소비패턴을 실증적으로 살펴보고자 하였다. 실제 P2P 영화파일 공유 이용자들에 대한 설문결과, 이용자들은 단일한 영화소비성향을 가지고 있지 않았으며 다운로드와 극장 관람빈도가 모두 높은 이른바 '얼리어답터'형과 다운로드를 극장관람의 대체재로 여기는 소위 '해적'형이 공존하고 있었다. 이 중 그간 산업계에서 우려하던 해적형의 비율은 10% 정도로 낮았고, 대부분의 P2P 이용자들은 오히려 일반 극장 관람객보다 더 적극적으로 극장소비를 하는 사람들로 영화산업에 긍정적인 기여를 하는 것으로 밝혀졌다. 이러한 소비자 분석결과는 향후 본격화되고 있는 P2P 다운로드 유료화 시장에 대한 전망을 밝게 하는 것으로, 현재 유료화에 있어 가장 중시해야 할 것은 불법 무료 다운로드에 대한 경계가 아니라, 소비자 편의적인 시스템의 개발임을 시사한다.

• Journal of Digital Convergence
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• v.17 no.10
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• pp.439-446
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• 2019

Feminism on the theme of gender equality is emerging as an important issue in the overall Korean culture. Feminism is not only a level of claiming or advocating women's rights, but an essential subject of gaze and thought, not a distorted, artificially portrayed image of women distorted or typified in a story created by men in the past It is a film that explores the problem of the individual's life in society fundamentally. Jun Koeun's movie' 'micro-habitat'(2018) 'expresses a feminist theme that shows a strong self - selection and transcendental thinking in male - oriented stereotypes and inequal social structure. The film, which focuses on the public insight into society and the enhancement of the ideal human being from the viewpoint that the public film should lead the educated enlightenment character that raises the broad insight into the world and lead the mature social culture, I think it will play a big role.

• Cartoon and Animation Studies
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• s.42
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• pp.125-150
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• 2016

In the 2000s, Korean cinema maintained the industrial growth on the strength of 10 million audiences and the successful Korean blockbuster. A variety of film materials such as history, politics, social issues, and the division between North and South Korea ideology were addressed in the movies, and one of the movies based on a true story was popular. Accordingly, external size of the film industry has been gradually expanding. Korean public movies have a firm position in the film market, and a diversity of discussion is made as the movies spontaneously get attention. Also, the influence of social media and media which recognized far-reaching powers of public films causes a political and social change, but it also provokes ideology controversy. Objectivity of this study is first to discuss factors and initiating causes that Korean movies have firmly settled as public movies since late 1990s. Secondly, this study considers relation among media, social media. and Korean public film that aroused more arguments on politics, society, and history in 2000s. The powerful influence of films on society not only leads political change but also affects awareness change of audience and the role of social media.

• Journal of Digital Convergence
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• v.18 no.6
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• pp.435-441
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• 2020

This study attempts to analyze by the gender political point of view of the recent film, 'A Special Lady', focusing on the case of setting up women as the main characters in the 2000s Korean film noir genre. Concretely, this study conducted a narrative analysis focusing on the three elements of genre film, the identity of the characters and their family relationships, and the Oedipal trajectory. The film, 'A Special Lady', has the narrative about the maternal love assigned to female protagonist, and that emphasizes male pure love. And the film shows the flashbacks concerning to motherhood that prove the biological identity of the female protagonist, and signs that weaken the castration fear resulting from male voyeurism. Further, the film depicts the fragmentation of identity and the cracking of family relationships, revealing the confusion of gender identity and the narrative degeneration into family melodrama. Meanwhile, the film fails to complete the feminine Oedipal trajectory by reducing the female character's motherhood to a biological one instead of expanding it into an alternative quality embracing the other. These findings suggest that the korean gangster is closely related to gender politics and is not completely out of gender bias.

• The Journal of the Korea Contents Association
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• v.18 no.12
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• pp.343-363
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• 2018

Classical film narrative fails to reflect the increasing complexity of modern society. In this era of film narrative crisis Hirokazu Koreeda presents a new solution. The director puts an emphasis on neutral valuation over subject matter rather than empathy of audiences which leads to a biased point of view. Thus Hirokazu Koreeda choose space over story as a critical narrative enabler. Two qualitatively opposite spaces are presented and the boundary space of the two are set as a main background where the valuation over the spaces waves up and down. Audiences who get accustomed to a one-sided value judgement led by storytelling can be neutralized by pendulum movement of valuation. The specific methods of using space as a main tool of value neutralization have changed through the director's filmography. Space had been thoroughly designed through the storyboard in early works. Later the director let audiences experience the spaces to evoke a sense of place.

• Management & Information Systems Review
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• v.34 no.3
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• pp.161-177
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• 2015

Currently, the influence of the Internet portal sites that can make it quick and easy to contact the vast amount of information is increasing. Users can connect the Internet through a portal to obtain information, such as communication between Internet users, which can be used to meet a variety of purposes. People are exposed to a variety of information from other users in the search for a movie and get information. The impact on the reviews and ratings with the limited number of characters of the film allows users to form a relationship to the movie, decide whether you want to see the movie or find another movie. but, the user can not read the whole movie review. When user see the overall evaluation, the user can receive the correct information. This research conducted a study on the prediction of the rating by the use of review data. Information of reviews, is divided into two main areas: the"fact" and "opinion". "Fact" is to convey the dispassionate information and "Opinion" is, to represent the user's feelings. In this study, we built sentiment dictionary based on the assessment and evaluation of the online review and applied to evaluate other movies. In the comparative study with a simple emotion evaluation technique, we found the suggested algorithm got the more accurate results.

• The Journal of the Korea Contents Association
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• v.18 no.1
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• pp.289-304
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• 2018

The fandom phenomenon of political emotion originated from ideological conflicts between the conservative and the progressive amplifies social conflicts in South Korea in interpreting and accepting films as culture media. The purpose of this paper is to examine why the structure of political consciousness in South Korea is fandomized, what is the acceptance of cinema at the center of the controversy of political ideology, and what is the desirable attitude of film reception. I conducted a discourse analysis that closely examined the debates and articles on the internet regarding ,(2013) and ,(2014) which were controversial in terms of conservatism and progressivism. As a result, First, while Korean society has not constituted a consensus on modern and contemporary history, it has easily led the acceptance of cinema to the controversy surrounding the political ideology. Second, the failure of constructing consensual memories of modern and contemporary history has made the conservative and the progressive not acknowledge the other's achievements. Third, film interpretation and meaning production are ultimately the roles of the audience, and on interpretation, diversity should be respected but conformity would be rejected. Film acceptance and interpretation should focus on rational awareness of social reality and would reflect on the social ideal objectively.

• Journal of Korea Entertainment Industry Association
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• v.14 no.4
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• pp.169-186
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• 2020

This study selected 127 powerful Korean film producers, directors, and actors whose stable audience drawing power has been proven over the past seven years from 2013 to 2019, and viewed their network through social network analysis(SNA) to explain their power structure. It also explained the changes compared to the results of previous studies conducted on box office hits from 1998 to 2012. The producers who showed the highest audience drawing power over the past seven years were KANG Hae-jung, JANG Won-seok, LEE Eugene, HAN Jae-duk. BONG Joon-ho, KIM Yong-hwa, and RYOO Seung-wan as directors and SONG Kang-ho, HA Jung-woo, and HWANG Jung-min as actors were confirmed to exhibit the most stable audience drawing power. Meanwhile, the network formed by the 127 leading producers, filmmakers, and actors was analyzed based on closeness/ degree/eigenvector/betwenness centrality, and the result discovered a strong network involving JANG Won-seok, HAN Jae-duk, CHO Jin-woong, Don LEE, and HWANG Jung-min. This study is meaningful in that it included producers, the position which has never been discussed in previous local studies to analyze the network influencing star casting, and selected accurate box office hits by checking whether the concerned films actually reached break-even point rather than simply relying on the number of audiences or total revenue they garnered. Nonetheless, it left a hole to be filled in that it did not include the role of the management companies in the network. Therefore, a relevant follow-up discussion would be needed.

• The Journal of Society for e-Business Studies
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• v.18 no.4
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• pp.315-326
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• 2013

Users in social media post various types of opinions such as product reviews and movie reviews. It is a common trend that customers get assistance from the opinions in making their decisions. However, as opinion usage grows, distorted feedbacks also have increased. For example, exaggerated positive opinions are posted for promoting target products. So are negative opinions which are far from common evaluations. Finding these biased opinions becomes important to keep social media reliable. Techniques of opinion mining (or sentiment analysis) have been developed to determine sentiment polarity of opinionated documents. These techniques can be utilized for finding the biased opinions. However, the previous techniques have some drawback. They categorize the text into only positive and negative, and they also need a large amount of training data to build the classifier. In this paper, we propose methods for discovering the biased opinions which are skewed from the overall common opinions. The methods are based on angle based outlier detection and personalized PageRank, which can be applied without training data. We analyze the performance of the proposed techniques by presenting experimental results on a movie review dataset.