• Title/Summary/Keyword: 장르 분석

Search Result 796, Processing Time 0.027 seconds

Deep Learning Music genre automatic classification voting system using Softmax (소프트맥스를 이용한 딥러닝 음악장르 자동구분 투표 시스템)

  • Bae, June;Kim, Jangyoung
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.23 no.1
    • /
    • pp.27-32
    • /
    • 2019
  • Research that implements the classification process through Deep Learning algorithm, one of the outstanding human abilities, includes a unimodal model, a multi-modal model, and a multi-modal method using music videos. In this study, the results were better by suggesting a system to analyze each song's spectrum into short samples and vote for the results. Among Deep Learning algorithms, CNN showed superior performance in the category of music genre compared to RNN, and improved performance when CNN and RNN were applied together. The system of voting for each CNN result by Deep Learning a short sample of music showed better results than the previous model and the model with Softmax layer added to the model performed best. The need for the explosive growth of digital media and the automatic classification of music genres in numerous streaming services is increasing. Future research will need to reduce the proportion of undifferentiated songs and develop algorithms for the last category classification of undivided songs.

Music Genre Classification using Spikegram and Deep Neural Network (스파이크그램과 심층 신경망을 이용한 음악 장르 분류)

  • Jang, Woo-Jin;Yun, Ho-Won;Shin, Seong-Hyeon;Cho, Hyo-Jin;Jang, Won;Park, Hochong
    • Journal of Broadcast Engineering
    • /
    • v.22 no.6
    • /
    • pp.693-701
    • /
    • 2017
  • In this paper, we propose a new method for music genre classification using spikegram and deep neural network. The human auditory system encodes the input sound in the time and frequency domain in order to maximize the amount of sound information delivered to the brain using minimum energy and resource. Spikegram is a method of analyzing waveform based on the encoding function of auditory system. In the proposed method, we analyze the signal using spikegram and extract a feature vector composed of key information for the genre classification, which is to be used as the input to the neural network. We measure the performance of music genre classification using the GTZAN dataset consisting of 10 music genres, and confirm that the proposed method provides good performance using a low-dimensional feature vector, compared to the current state-of-the-art methods.

Study on Cruelty in the Horror Comics : Focusing on of Ito Junji (공포만화의 잔혹성에 관한 연구 : 이토준지의 <토미에>를 중심으로)

  • An, So-Mi
    • Cartoon and Animation Studies
    • /
    • s.23
    • /
    • pp.19-33
    • /
    • 2011
  • There are the various genres such as current affairs, romance, academy, Wuxia, sports, psychology, learning, living and horror in cartoons. Among them, the horror comics are based on the story full of real or realistic subject or exaggerated imagination. The horror comic by Ito Junji have gone through the various printings for the classes of readers since it was introduced in this country. This study has begun from necessity of research on the effect of the horror comics genre on the readers by analysis. among Ito Junji's horror comics makes its own cruel horror image by giving a very unrealistic situation to the usual structure of horror genre. The cruel horror comics rouse significance of the analysis of the genre as one genre of the comics. has the 'catastrophe' effect for the readers who want to enjoy and deny it at the same time by stubbornly describing aspect of 'cruelty' of the horror things. This study aims to research 'cruelty of portrayal' of in terms of human psychology.

Analysis on Annual Film Distribution Portfolio of Lotte Entertainment (영화 투자배급사의 연간 포트폴리오 분석: 롯데엔터테인먼트를 중심으로)

  • Park, Seung Hyun;Ju, Young Kee
    • The Journal of the Korea Contents Association
    • /
    • v.14 no.7
    • /
    • pp.83-92
    • /
    • 2014
  • We examined the annual film distribution portfolio of a Korean film distributor, Lotte Entertainment, investigating how the company puts big-budget films and low-budget movies together. As a result, the distributor was found to invest more than 80% of its whole budget in producing medium-size movies. The more successful box office, however, was witnessed from big-budget films that the company spent more than 6 billion Korean wons. With respect to genre, comedy and drama were the most and second-most frequently produced. However, Those two genres were not the most successful genres in the box office. Korean movie-goers favored actions and thriller the most and second most. Comedy took only the third place of the Korean box office, signifying a discord between the portfolio and the Korean box office.

Gender Display in Music Videos: Gender Image and Sexuality by Genre and Gender (국내 뮤직비디오에 나타난 성역할 고정관념: 노래 장르와 성별 차이를 중심으로)

  • Joe, Susan
    • The Journal of the Korea Contents Association
    • /
    • v.14 no.7
    • /
    • pp.58-69
    • /
    • 2014
  • The purpose of this study was to examine stereotype of gender role in music video, comparing of gender image, sexuality(body exposure & sexual expression) by genre and gender difference. A content analysis of 300 songs and 517 characters was conducted between 2004 and 2013. Results were including followings. While women engaged in classic image, man engaged in naive image. R&B and Ballad demonstrated more classic image of women. Ballad, R&B, and Rock demonstrated more naive image of men than other genre. Sexuality was more prominent in dance and hip-hop genre. Compared to male character, female character was more sexually objectified, held to exposer herself and more likely to demonstrated sexually alluring behavior.

Category Grammar and Gender Ideology of the Su-Hyeon Kim's Melodrama Focused on (김수현 멜로드라마의 장르문법과 성 이데올로기 <내 남자의 여자>를 중심으로)

  • Yoo, Jin-Hee
    • The Journal of the Korea Contents Association
    • /
    • v.9 no.11
    • /
    • pp.175-183
    • /
    • 2009
  • This study is the full-scale research of a TV drama writer, who has been out of scholarly pursuits, examining the differentiality and tendency of the most popular TV drama writer, Su-Hyeon Kim. By focusing on her recent melodrama , this study shows that the writer used her own category grammar, 'pursuit of psychology' and 'reversal of dichotomy', which led her to convey the drama's message of the 'self-reflection' on love successfully. This analysis would be the good result of overcoming all the raised melodrama's negative elements in Koran TV such as conventionality, dichotomy, unreality, and excessive emotion. Also this paper presents that the writer showed an advanced tendency on the gender ideology, overthrowing the existing patriarchal gender ideology. This study proposes the further research to analyze what sort of influence is the writer's own category grammar. Also this study proposes the following research on that the writer's advanced tendency in melodrama could applicate the other genre drama of her's, stressing the necessity of sustaining research work on TV drama writer.

Ambidextrous Innovation and Performance : An Empirical Test of the Ambidexterity Hypothesis in TV Drama Projects (양면적 혁신과 성과 : TV 드라마를 대상으로 한 양면성 가설의 실증)

  • Choo, Seungyoup;Limb, Seong-Joon
    • The Journal of the Korea Contents Association
    • /
    • v.16 no.9
    • /
    • pp.713-725
    • /
    • 2016
  • Ambidextrous innovation is defined as the innovation capacity to pursue simultaneously both exploration and exploitation. Based on the organization learning and innovation management literature, the ambidexterity hypothesis predicts that ambidextrous innovation would enhance firm performance. This study attempts to verify the ambidexterity hypothesis in the context of TV drama production industry. TV drama producers' ambidextrous innovation is conceptualized as the simultaneous pursuit of exploratory and exploitative approaches in selecting genres of dramas. Data collected from 57 drama producers in 714 Korean TV drama projects between 1994 and 2009 support the ambidextrous hypothesis. The interaction between exploratory and exploitative approaches in genre selection is indeed positively related to the drama performance in terms of the viewing rate. Such results suggest that managers ought to manage high levels of both exploratory and exploitative innovation simultaneously in order to cope with increasing uncertainty, especially in highly uncertain cultural industry.

Analysis of Fun Elements and User Preferences in Environment Adaptive Survival Games (환경 적응적 생존 게임의 재미 요소와 사용자 분석)

  • Song, Doo Heon
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.23 no.3
    • /
    • pp.305-310
    • /
    • 2019
  • Survival horror games aim to seek cathartic psychological escapism from the framed fear or hostile environment. However, if the goal of the game playing is only "survival" against hostile environment, the motivation of such environment adaptive games may not be based on the framed fear. We may call such games as "environment adaptive survival games". In this paper, we analyze the contents of six such survival games that have large user groups in Steam platform based on the pilot survey. We extract 13 almost common fun elements that induce the fun of such games. An online user survey was conducted through multiple survival game cafe to investigate who play such games. There was no gender differences in playing time but females prefer constructing tools as a fun element and play puzzle and simulation games more than males. We found that survival games could be welcomed by female users under 30 years old if 'horror' element was minimized.

Analyzing Predictors of Gamer Issue Participation: Focused on the Role of Media Source, Corrective Action, and Attitudinal Information (게이머 이슈 참여에 미치는 영향 연구: 미디어 출처, 시정 행동과 태도 정보의 역할을 중심으로)

  • Jung, Chang Won
    • The Journal of the Korea Contents Association
    • /
    • v.22 no.2
    • /
    • pp.187-197
    • /
    • 2022
  • This study examined the effects of game genre, news media with differing political ideologies, and game-related information sources on gamer issue participation by performing a hierarchical regression model, using an online survey on Korean gamers (N=1,362). As a result of the study, playing specific genres of games played a positive role in gamer issue participation. The group behavior or collective action for or against game regulation reported in the liberal/moderate media acted as a mobilization cue for readers and potentially encouraged gamers to take social action. But the conservative media, which used governmental organizations and interest groups as sources of information, had a negative impact on real-life participatory behavior. The biased journalism practice of the mass media on game-related social issues influenced gamers' social and political behavior through corrective action. This study is significant in empirically analyzing the relationship between political ideology, game genre, media use, and gamers' social participation. The current research suggests the improvement of game regulation policy and the need for theoretical and conceptual expansion of game research.

The Influence of Background Music of TV Home Shopping on Purchase Intent of Customers (TV홈쇼핑 배경음악이 소비자의 구매의사에 미치는 영향)

  • Lim, Ji Hyun;Park, Seung Ho
    • Design Convergence Study
    • /
    • v.14 no.4
    • /
    • pp.277-292
    • /
    • 2015
  • Recently, as TV home shopping has entered into the stage of stability, competition between the same lines of business has become more intense. Thus, this research goals have been determined in order to analyze the purchase intent of customers related with the genre and tempo of background music of TV home shopping by different types of products. In order to achieve the research goals, thorough research on related literatures have been conducted and found out about the background music. Furthermore, the characteristics of background music of actual TV home shopping broadcasting have been analyzed, focusing on the genre and tempo of the music. In addition, a survey has been conducted in order to verify what kind of music genre and tempo of the background music has an influence on the highest purchase intent of the chosen three products(sportswear, household appliances, fresh and processed foods). This study investigated the influence of background music of TV home shopping in relation to the purchase intent of customers. Also, this study has significance in the sense that it analyzed the causal relationship between the background music of home shopping and reactions of customers by categorizing products in details and using the music genre and tempo as the independent variables that affect the purchase intent of customers.