The Acoustically Emotion-Aware Conversational Agent With Speech Emotion Recognition and Empathetic Responses

被引:4
|
作者
Hu, Jiaxiong [1 ]
Huang, Yun [2 ]
Hu, Xiaozhu [3 ]
Xu, Yingqing [1 ]
机构
[1] Tsinghua Univ, Acad Arts & Design, Beijing 100084, Peoples R China
[2] Univ Illinois, Sch Informat Sci, Champaign, IL 61820 USA
[3] Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Emotion recognition; Speech recognition; Databases; Sentiment analysis; Games; Electronic mail; Convolutional neural networks; Human-centered computing; emotion in human-computer interaction; influencing human emotional states; intelligent agents;
D O I
10.1109/TAFFC.2022.3205919
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Emotion is important for the conversational user interface. In prior research, conversational agents (CAs) employ natural language process techniques to create affective interaction based on text. However, the use of acoustic features of speech for voice-based CAs is under exploration. This work presents an acoustically emotion-aware CA that enables speech emotion recognition and stylizes responses with empathetic feedback and interjections. We conducted an experiment with 75 participants to evaluate their perceived emotional intelligence (PEI) after interacting with the CA. Our results show that the acoustical emotion-awareness increased the participants' PEI of the CA, and the empathetic responses from the CA helped alleviate some participants' negative emotions. Our work provides implications for designing future CAs with better PEI.
引用
收藏
页码:17 / 30
页数:14
相关论文
共 50 条
  • [1] Emotion-Aware Transformer Encoder for Empathetic Dialogue Generation
    Goel, Raman
    Susan, Seba
    Vashisht, Sachin
    Dhanda, Armaan
    2021 9TH INTERNATIONAL CONFERENCE ON AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION WORKSHOPS AND DEMOS (ACIIW), 2021,
  • [2] The Rise of Emotion-aware Conversational Agents: Threats in Digital Emotions
    Mensio, Martino
    Rizzo, Giuseppe
    Morisio, Maurizio
    COMPANION PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE 2018 (WWW 2018), 2018, : 1541 - 1544
  • [3] Emotion-aware Multi-view Contrastive Learning for Facial Emotion Recognition
    Kim, Daeha
    Song, Byung Cheol
    COMPUTER VISION, ECCV 2022, PT XIII, 2022, 13673 : 178 - 195
  • [4] Ubiquitous emotion-aware computing
    van den Broek, Egon L.
    PERSONAL AND UBIQUITOUS COMPUTING, 2013, 17 (01) : 53 - 67
  • [5] MELD-ST: An Emotion-aware Speech Translation Dataset
    Chen, Sirou
    Yahata, Sakiko
    Shimizu, Shuichiro
    Yang, Zhengdong
    Li, Yihang
    Chu, Chenhui
    Kurohashi, Sadao
    arXiv,
  • [6] Emotion-Aware Music Recommendation
    Yang, Jinhyeok
    Chae, WooJoung
    Kim, SunYeob
    Choi, Hyebong
    Design, User Experience, and Usability: Novel User Experiences, Pt II, 2016, 9747 : 110 - 121
  • [7] Ubiquitous emotion-aware computing
    Egon L. van den Broek
    Personal and Ubiquitous Computing, 2013, 17 : 53 - 67
  • [8] Emotion-Aware Natural Interaction
    Karpouzis, Kostas
    Andre, Elisabeth
    Batliner, Anton
    ADVANCES IN HUMAN-COMPUTER INTERACTION, 2010, 2010
  • [9] Emotion-Aware Multimodal Fusion for Meme Emotion Detection
    Sharma, Shivam
    Ramaneswaran, S.
    Akhtar, Md. Shad
    Chakraborty, Tanmoy
    IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2024, 15 (03) : 1800 - 1811
  • [10] Emotion-aware and Intent-controlled Empathetic Response Generation using Hierarchical Transformer Network
    Saha, Tulika
    Ananiadou, Sophia
    2022 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2022,