Applied Affective Computing - Tian, Leimin; Oviatt, Sharon; Muszynski, Michal
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Affective computing is a nascent field situated at the intersection of artificial intelligence with social and behavioral science. It studies how human emotions are perceived and expressed, which then informs the design of intelligent agents and systems that can either mimic this behavior to improve their intelligence or incorporate such knowledge to effectively understand and communicate with their human collaborators. Affective computing research has recently seen significant advances and is making a critical transformation from exploratory studies to real-world applications in the emerging…mehr

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Produktbeschreibung
Affective computing is a nascent field situated at the intersection of artificial intelligence with social and behavioral science. It studies how human emotions are perceived and expressed, which then informs the design of intelligent agents and systems that can either mimic this behavior to improve their intelligence or incorporate such knowledge to effectively understand and communicate with their human collaborators. Affective computing research has recently seen significant advances and is making a critical transformation from exploratory studies to real-world applications in the emerging research area known as applied affective computing. This book offers readers an overview of the state-of-the-art and emerging themes in affective computing, including a comprehensive review of the existing approaches to affective computing systems and social signal processing. It provides in-depth case studies of applied affective computing in various domains, such as social robotics and mental well-being. It also addresses ethical concerns related to affective computing and how to prevent misuse of the technology in research and applications. Further, this book identifies future directions for the field and summarizes a set of guidelines for developing next-generation affective computing systems that are effective, safe, and human-centered. For researchers and practitioners new to affective computing, this book will serve as an introduction to the field to help them in identifying new research topics or developing novel applications. For more experienced researchers and practitioners, the discussions in this book provide guidance for adopting a human-centered design and development approach to advance affective computing.
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Autorenporträt
Leimin is a postdoctoral research fellow at the Human-Centred AI Group of the Faculty of Information Technology and the Human-Robot Interaction Group of the Faculty of Engineering, Monash University. She received a M.Sc. in Artificial Intelligence in 2013 and a Ph.D. in Informatics in 2018 from the Institute for Language, Cognition and Computation at the School of Informatics, the University of Edinburgh. Her research interests include affective computing, human-robot interaction, multimodal emotion recognition, multimodal behavioral analytics, and dialogue systems. For more information on Leimin's research, please see https: //tianleimin.github.io/. Leimin has contributed to formulating the outline of this book and editing it, and is the lead author of Chapters 1, 2, 8, 11, and 12.