A Preliminary Study on Realizing Human-Robot Mental Comforting Dialogue via Sharing Experience Emotionally

被引:16
作者
Fu, Changzeng [1 ,2 ]
Deng, Qi [3 ]
Shen, Jingcheng [4 ]
Mahzoon, Hamed [1 ]
Ishiguro, Hiroshi [1 ]
机构
[1] Osaka Univ, Grad Sch Engn Sci, Toyonaka, Osaka 5608531, Japan
[2] RIKEN, Robot Project, Interact Robot Res Team, Kyoto 6190237, Japan
[3] Kobe Univ, Grad Sch Intercultural Studies, Kobe, Hyogo 6578501, Japan
[4] Osaka Univ, Grad Sch Informat Sci, Suita, Osaka 5650871, Japan
关键词
emotional interaction; experience sharing; human-robot conversation; SELF-DISCLOSURE; PERSPECTIVE; MOOD;
D O I
10.3390/s22030991
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Mental health issues are receiving more and more attention in society. In this paper, we introduce a preliminary study on human-robot mental comforting conversation, to make an android robot (ERICA) present an understanding of the user's situation by sharing similar emotional experiences to enhance the perception of empathy. Specifically, we create the emotional speech for ERICA by using CycleGAN-based emotional voice conversion model, in which the pitch and spectrogram of the speech are converted according to the user's mental state. Then, we design dialogue scenarios for the user to talk about his/her predicament with ERICA. In the dialogue, ERICA shares other people's similar predicaments and adopts a low-spirit voice to express empathy to the interlocutor's situation. At the end of the dialogue, ERICA tries to encourage with a positive voice. Subsequently, questionnaire-based evaluation experiments were conducted with the recorded conversation. In the questionnaire, we use the Big Five scale to evaluate ERICA's personality. In addition, the perception of emotion, empathy, and encouragement in the dialogue are evaluated. The results show that the proposed emotional expression strategy helps the android robot better present low-spirit emotion, empathy, the personality of extroversion, while making the user better feel the encouragement.
引用
收藏
页数:15
相关论文
共 53 条
[1]   Daily variation in paternal engagement and negative mood: Implications for emotionally supportive and conflictual interactions [J].
Almeida, DM ;
Wethington, E ;
McDonald, DA .
JOURNAL OF MARRIAGE AND FAMILY, 2001, 63 (02) :417-429
[2]  
Aminuddin R, 2016, ACMIEEE INT CONF HUM, P593, DOI 10.1109/HRI.2016.7451872
[3]   Look Like Me: Matching Robot Personality via Gaze to Increase Motivation [J].
Andrist, Sean ;
Mutlu, Bilge ;
Tapus, Adriana .
CHI 2015: PROCEEDINGS OF THE 33RD ANNUAL CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, 2015, :3603-3612
[4]  
Asai S, 2020, PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION (LREC 2020), P491
[5]  
Baecker A.N., P COMP 2020 ACM IEEE, P122
[6]  
Boccanfuso L, 2016, IEEE ROMAN, P718, DOI 10.1109/ROMAN.2016.7745198
[7]   Using perspective taking to learn from ambiguous demonstrations [J].
Breazeal, Cynthia ;
Berlin, Matt ;
Brooks, Andrew ;
Gray, Jesse ;
Thomaz, Andrea L. .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2006, 54 (05) :385-393
[8]  
Burleson B.R, 2010, NEW DIR INTERPERS CO, V159, P179
[9]   IEMOCAP: interactive emotional dyadic motion capture database [J].
Busso, Carlos ;
Bulut, Murtaza ;
Lee, Chi-Chun ;
Kazemzadeh, Abe ;
Mower, Emily ;
Kim, Samuel ;
Chang, Jeannette N. ;
Lee, Sungbok ;
Narayanan, Shrikanth S. .
LANGUAGE RESOURCES AND EVALUATION, 2008, 42 (04) :335-359
[10]   Emotion understanding from the perspective of autonomous robots research [J].
Cañamero, L .
NEURAL NETWORKS, 2005, 18 (04) :445-455