Exploring the effect of a user's personality traits on tactile communication with a robot using Bayesian networks

被引:0
作者
Hwang, Jungsik [1 ]
Lee, Kun Chang [2 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Elect Engn, Taejon 305701, South Korea
[2] Sungkyunkwan Univ, SKKU Business Sch, Seoul 110745, South Korea
基金
新加坡国家研究基金会;
关键词
Human-robot interaction; tactile interaction; Personality; General Bayesian network; Markov blanket; TOUCH;
D O I
10.1075/is.16.1.02hwa
中图分类号
G2 [信息与知识传播];
学科分类号
05 ; 0503 ;
摘要
Because robots are physically embodied agents, touch is one of the important modalities through which robots communicate with humans. Among the several factors that affect human-robot interaction, this research focuses on the effect of a user's personality traits on tactile interactions with a robot. Participants interacted freely with a robot and their tactile interaction patterns were analyzed. Several classifiers were used to examine the effect of a participant's degree of extroversion on tactile communication patterns with the robot and our results showed that a user's personality traits affected the way in which they interacted with the robot. Specifically, important features of Bayesian networks, such as the Markov blanket and what-if/goal-seeking power were tested and showed the effect of personality on tactile interaction with respect to where and how participants touched the robot. We also found that, by using Bayesian network classifiers, a user's personality traits can be inferred based on tactile communication patterns.
引用
收藏
页码:29 / 53
页数:25
相关论文
共 53 条
[1]  
Agrawal G., 2003, P 9 ACM SIGKDD INT C, DOI [10.1145/956750.956821, DOI 10.1145/956750.956821]
[2]  
Aliferis C F, 2003, AMIA Annu Symp Proc, P21
[3]   THIN SLICES OF EXPRESSIVE BEHAVIOR AS PREDICTORS OF INTERPERSONAL CONSEQUENCES - A METAANALYSIS [J].
AMBADY, N ;
ROSENTHAL, R .
PSYCHOLOGICAL BULLETIN, 1992, 111 (02) :256-274
[4]  
[Anonymous], HUM ROB HUM 2011 11
[5]  
[Anonymous], 2005, P 2005 IEEE RSJ INT, DOI DOI 10.1109/IROS.2005.1545303
[6]  
[Anonymous], INT J U E SERVICE SC
[7]   A survey of Tactile Human-Robot Interactions [J].
Argall, Brenna D. ;
Billard, Aude G. .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2010, 58 (10) :1159-1176
[8]  
Batrinca L., 2011, P JOINT ACM WORKSH H, DOI [10.1145/2072572.2072583, DOI 10.1145/2072572.2072583]
[9]   EFFECT OF CULTURE ON MOTHER-CHILD TACTILE COMMUNICATION [J].
CLAY, VS .
FAMILY COORDINATOR, 1968, 17 (03) :204-210
[10]  
Cristianini N, 2000, An introduction to support vector machines and other kernel-based learning methods