학술논문

Emotional Intensity Estimation based on Writer’s Personality Information / 書き手の性格情報を用いた感情強度推定
Document Type
Journal Article
Source
Proceedings of the Annual Conference of JSAI. 2022, :4
Subject
emotion analysis
natural language processing
personality assessment
性格診断
感情分析
自然言語処理
Language
Japanese
Abstract
Emotion analysis is a natural language processing task that predicts human emotional intensity from the text. Previous emotion analysis models cannot adequately estimate the writer's emotion (subjective emotion). In this study, we specialize our emotion analysis model to estimate the subjective emotional intensity by considering the writer's personality information. Experimental results on the emotional intensity estimation of Plutchik's eight basic emotions in Japanese showed that the proposed method improves the performance of the estimation of subjective emotional intensity.

Online Access