Neurodiverse Human-Machine Interaction and Collaborative Problem-Solving in Social VR

被引:0
作者
Nalepka, Patrick [1 ,2 ]
Caruana, Nathan [1 ,2 ]
Kaplan, David M. [1 ,2 ]
Kallen, Rachel W. [1 ,2 ]
Pellicano, Elizabeth [3 ,4 ]
Richardson, Michael J. [1 ,2 ]
机构
[1] Macquarie Univ, Sch Psychol Sci, Sydney, NSW, Australia
[2] Macquarie Univ, Ctr Elite Performance Expertise & Training, Sydney, NSW, Australia
[3] Macquarie Univ, Macquarie Sch Educ, Sydney, NSW, Australia
[4] UCL, Dept Clin Educ & Hlth Psychol, London, England
来源
PROCEEDINGS OF THE 10TH CONFERENCE ON HUMAN-AGENT INTERACTION, HAI 2022 | 2022年
基金
澳大利亚研究理事会;
关键词
social VR; virtual agents; collaborative problem-solving; coordination; autism spectrum disorder (ASD); AUTISM;
D O I
10.1145/3527188.3563933
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Social motor coordination is an important mechanism responsible for creating shared understanding but can be a challenge for Autistic individuals. Social virtual reality (VR) provides an opportunity to create a safe and inclusive environment for which interactions can be augmented to promote social interactivity. Due to the bi-directional nature of social interaction and adaptation, we created a framework to explore social motor coordination with a virtual artificial agent which can exhibit human-like behaviors. In this experiment, we assessed the interactive behaviors of participants completing a collaborative problem-solving task with the agent using multidimensional cross-recurrence quantification analysis (mdCRQA). Our results show that participants who discovered novel solutions to the task exhibited greater coupling to the artificial agent regardless of participant characteristics. Future work will explore how social VR environments can be augmented to promote social coordination.
引用
收藏
页码:293 / 295
页数:3
相关论文
共 16 条
[1]   Evaluating the importance of social motor synchronization and motor skill for understanding autism [J].
Fitzpatrick, Paula ;
Romero, Veronica ;
Amaral, Joseph L. ;
Duncan, Amie ;
Barnard, Holly ;
Richardson, Michael J. ;
Schmidt, R. C. .
AUTISM RESEARCH, 2017, 10 (10) :1687-1699
[2]   Impairments of Social Motor Synchrony Evident in Autism Spectrum Disorder [J].
Fitzpatrick, Paula ;
Frazier, Jean A. ;
Cochran, David M. ;
Mitchell, Teresa ;
Coleman, Caitlin ;
Schmidt, R. C. .
FRONTIERS IN PSYCHOLOGY, 2016, 7
[3]   Reduced Mimicry to Virtual Reality Avatars in Autism Spectrum Disorder [J].
Forbes, Paul A. G. ;
Pan, Xueni ;
Hamilton, Antonia F. de C. .
JOURNAL OF AUTISM AND DEVELOPMENTAL DISORDERS, 2016, 46 (12) :3788-3797
[4]   Interactional synchrony: signals, mechanisms and benefits [J].
Hoehl, Stefanie ;
Fairhurst, Merle ;
Schirmer, Annett .
SOCIAL COGNITIVE AND AFFECTIVE NEUROSCIENCE, 2021, 16 (1-2) :5-18
[5]   IT'S ALL IN THE TIMING: INTERPERSONAL SYNCHRONY INCREASES AFFILIATION [J].
Hove, Michael J. ;
Risen, Jane L. .
SOCIAL COGNITION, 2009, 27 (06) :949-960
[6]   Small sample inference for fixed effects from restricted maximum likelihood [J].
Kenward, MG ;
Roger, JH .
BIOMETRICS, 1997, 53 (03) :983-997
[7]  
Miles L K., 2017, Psychology, V8, P1857, DOI [10.4236/psych.2017.811121, DOI 10.4236/PSYCH.2017.811121]
[8]   Task dynamics define the contextual emergence of human corralling behaviors [J].
Nalepka, Patrick ;
Silva, Paula L. ;
Kallen, Rachel W. ;
Shockley, Kevin ;
Chemero, Anthony ;
Saltzman, Elliot ;
Richardson, Michael J. .
PLOS ONE, 2021, 16 (11)
[9]   Human social motor solutions for human-machine interaction in dynamical task contexts [J].
Nalepka, Patrick ;
Lamb, Maurice ;
Kallen, Rachel W. ;
Shockley, Kevin ;
Chemero, Anthony ;
Saltzman, Elliot ;
Richardson, Michael J. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2019, 116 (04) :1437-1446
[10]   Herd Those Sheep: Emergent Multiagent Coordination and Behavioral-Mode Switching [J].
Nalepka, Patrick ;
Kallen, Rachel W. ;
Chemero, Anthony ;
Saltzman, Elliot ;
Richardson, Michael J. .
PSYCHOLOGICAL SCIENCE, 2017, 28 (05) :630-650