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Editor-in-chief
Dr. Lin Huang
Metropolitan State University of Denver, USA
It's my honor to take on the position of editor in chief of IJMLC. We encourage authors to submit papers concerning any branch of machine learning and computing.
IJMLC 2018 Vol.8(4): 404-407 ISSN: 2010-3700
DOI: 10.18178/ijmlc.2018.8.4.720

Interactive Virtual Reality Speech Simulation System Using Autonomous Audience with Natural non-Verbal Behavior

Justin Andrew Liao, Nobuyuki Jincho, and Hideaki Kikuchi
Abstract—Public speaking anxiety (PSA) is a fear of speaking in front of others. Most people experience a certain amount of anxiety in public speaking situation. This study aims to help people overcome PSA using an interactive VR simulation system with real-life scenarios. We present a multimodal VR speech simulation system using autonomous audience with natural non-verbal behavior to enhance users’ sense of presence. Additionally, real-time multimodal feedback is produced by virtual audience based on users’ public speaking behavior which automatically analyzed by multimodal sensors (e.g. microphone, motion capture, heart rate monitor). We perform an evaluation based on self-assessment questionnaires and biometry to investigate three study conditions: (I) control condition (baseline), (II) interactive virtual audience, and (III) virtual audience with natural non-verbal behavior. We divided participants into two groups with different conditions: interactive virtual audience condition (n = 7) and virtual audience with nature non-verbal behavior condition (n = 9). The results indicate that the usage of a virtual audience with natural non-verbal behavior increased a higher sense of presence and more anxiety-provoking.

Index Terms—Public speaking anxiety, virtual reality, autonomous virtual audience, non-verbal behavior.

Justin Andrew Liao, Nobuyuki Jincho, and Hideaki Kikuchi are with the Graduate School of Human Sciences, WASEDA University. 2-579-15 Mikajima, Tokorozawa, Saitama, Japan (e-mail: justinliao@toki.waseda.jp).

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Cite: Justin Andrew Liao, Nobuyuki Jincho, and Hideaki Kikuchi, "Interactive Virtual Reality Speech Simulation System Using Autonomous Audience with Natural non-Verbal Behavior," International Journal of Machine Learning and Computing vol. 8, no. 4, pp. 404-407, 2018.

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