언어 유형에 따른 인물 분류

Classification of Characters in Movie by Correlation Analysis of Genre and Linguistic Style

초록

The character dialogue created by AI is unnatural when compared with human-made dialogue, and it can not reveal the character’s personality properly in spite of remarkable development of AI. The purpose of this paper is to classify characters through the linguistic style and to investigate the relation of the specific linguistic style with the personality. We analyzed the dialogues of 92 characters selected from total 60 movies categorized four movie genres, such as romantic comedy, action, comedy and horror/thriller, using Linguistic Inquiry and Word Count (LIWC), a text analysis software. As a result, we confirmed that there is a unique language style according to genre. Especially, we could find that the emotional tone than analytical thinking are two important features to classify. They were analyzed as very important features for classification as the precision and recall is over 78% for romantic comedy and action. However, the precision and recall were 66% and 50% for comedy and horror/thriller. Their impact on classification was less than romantic comedy and action genre. The characters of romantic comedy deal with the affection between men and women using a very high value of emotional tone than analytical thinking. The characters of action genre who need rational judgment to perform mission have much greater analytical thinking than emotional tone. Additionally, in the case of comedy and horror/thriller, we analyzed that they have many kinds of characters and that characters often change their personalities in the story.

키워드

Artificial IntelligenceDialoguePersonalityLinguistic styleMovie genre
제목
언어 유형에 따른 인물 분류
제목 (타언어)
Classification of Characters in Movie by Correlation Analysis of Genre and Linguistic Style
저자
유은순송재원박승보
DOI
10.9708/jksci.2019.24.01.049
발행일
2019-01
유형
Y
저널명
한국컴퓨터정보학회논문지
24
1
페이지
49 ~ 55