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ShanghaiTech University Knowledge Management System
Unlocking the Power of Emotions: Enhancing Personality Trait Recognition Through Utilization of Emotional Cues | |
2024-11-10 | |
会议录名称 | 2024 IEEE 14TH INTERNATIONAL SYMPOSIUM ON CHINESE SPOKEN LANGUAGE PROCESSING (ISCSLP)
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发表状态 | 已发表 |
DOI | 10.1109/ISCSLP63861.2024.10799975 |
摘要 | Personality trait recognition holds significant importance in psychology and affective computing, due to its role in understanding human behavior and emotions. However, existing approaches often treat personality and emotion as separate tasks, overlooking the potential of leveraging emotion-related cues in the data for personality modeling. To address this limitation, we propose a multimodal multitask learning framework that utilizes emotional cues to enhance personality trait recognition. Experimental results demonstrate that our proposed framework outperforms state-of-the-art methods on the First Impression benchmark in text-audio bi-modality, showcasing the effectiveness of harnessing emotional cues for personality modeling. |
会议地点 | Beijing, China |
会议日期 | 7-10 Nov. 2024 |
URL | 查看原文 |
来源库 | IEEE |
文献类型 | 会议论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/464764 |
专题 | 信息科学与技术学院 信息科学与技术学院_硕士生 |
作者单位 | 1.School of Information Science and Technology, Shanghaitech University 2.Institute of Automation, Chinese Academy of Sciences 3.Beijing National Research Center for Information Science and Technology, Tsinghua University 4.Department of Automation, Tsinghua University 5.Migu Meland Co.,Ltd. |
第一作者单位 | 信息科学与技术学院 |
第一作者的第一单位 | 信息科学与技术学院 |
推荐引用方式 GB/T 7714 | Jizhou Cui,Xuefei Liu,Yongwei Li,et al. Unlocking the Power of Emotions: Enhancing Personality Trait Recognition Through Utilization of Emotional Cues[C],2024. |
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