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

Patrick Nalepka, N. Caruana, D. M. Kaplan, Rachel W. Kallen, E. Pellicano, Michael J. Richardson
{"title":"Neurodiverse Human-Machine Interaction and Collaborative Problem-Solving in Social VR","authors":"Patrick Nalepka, N. Caruana, D. M. Kaplan, Rachel W. Kallen, E. Pellicano, Michael J. Richardson","doi":"10.1145/3527188.3563933","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":179256,"journal":{"name":"Proceedings of the 10th International Conference on Human-Agent Interaction","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 10th International Conference on Human-Agent Interaction","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3527188.3563933","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

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.
社交虚拟现实中的神经多样性人机交互和协作解决问题
社会运动协调是一种重要的机制,负责创造共同的理解,但对自闭症患者来说可能是一个挑战。社交虚拟现实(VR)提供了一个机会,创造一个安全和包容的环境,在这个环境中,可以增强互动,促进社会互动。由于社会互动和适应的双向性质,我们创建了一个框架来探索社会运动协调与一个虚拟的人工智能,可以表现出类似人类的行为。在本实验中,我们使用多维交叉递归量化分析(mdCRQA)来评估参与者与智能体完成协作解决问题任务时的互动行为。我们的研究结果表明,无论参与者的特征如何,发现任务新解决方案的参与者都表现出与人工代理更大的耦合。未来的工作将探索如何增强社交VR环境以促进社会协调。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信