Bridging The Gap Between Machine Learning And Affective Computing
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Bridging The Gap Between Machine Learning And Affective Computing
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Author : Zhen Cui
language : en
Publisher: Frontiers Media SA
Release Date : 2023-01-05
Bridging The Gap Between Machine Learning And Affective Computing written by Zhen Cui and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-05 with Science categories.
Affective computing refers to computing that relates to, arises from, or influences emotions, as pioneered by Rosalind Picard in 1995. The goal of affective computing is to bridge the gap between human and machines and ultimately enable robots to communicate with human naturally and emotionally. Recently, the research on affective computing has gained considerable progress with many fields contributing including neuroscience, psychology, education, medicine, behavior, sociology, and computer science. Current research in affective computing mainly focuses on estimating of human emotions through different forms of signals, e.g., face video, EEG, Speech, PET scans or fMRI. Inferring the emotion of humans is difficult, as emotion is a subjective, unconscious experience characterized primarily by psycho-physiological expressions and biological reactions. It is influenced by hormones and neurotransmitters such as dopamine, noradrenaline, serotonin, oxytocin, GABA… etc. The physiology of emotion is closely linked to arousal of the nervous system with various states and strengths relating, apparently, to different particular emotions. To understand “emotion” or “affect” merely by machine learning or big data analysis is not enough, but the understanding and applications from the intrinsic features of emotions from the neuroscience aspect is essential.
Applied Affective Computing
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Author : Leimin Tian
language : en
Publisher: Morgan & Claypool
Release Date : 2022-02-04
Applied Affective Computing written by Leimin Tian and has been published by Morgan & Claypool this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-04 with Computers categories.
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.
Using Machine Learning To Detect Emotions And Predict Human Psychology
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Author : Rai, Mritunjay
language : en
Publisher: IGI Global
Release Date : 2024-02-26
Using Machine Learning To Detect Emotions And Predict Human Psychology written by Rai, Mritunjay and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-26 with Psychology categories.
In the realm of analyzing human emotions through Artificial Intelligence (AI), a myriad of challenges persist. From the intricate nuances of emotional subtleties to the broader concerns of ethical considerations, privacy implications, and the ongoing battle against bias, AI faces a complex landscape when venturing into the understanding of human emotions. These challenges underscore the intricate balance required to navigate the human psyche with accuracy. The book, Using Machine Learning to Detect Emotions and Predict Human Psychology, serves as a guide for innovative solutions in the field of emotion detection through AI. It explores facial expression analysis, where AI decodes real-time emotions through subtle cues such as eyebrow movements and micro-expressions. In speech and voice analysis, the book unveils how AI processes vocal nuances to discern emotions, considering elements like tone, pitch, and language intricacies. Additionally, the power of text analysis is of great importance, revealing how AI extracts emotional tones from diverse textual communications. By weaving these systems together, the book offers a holistic solution to the challenges faced by AI in understanding the complex landscape of human emotions.
Digital Futures In Human Computer Interaction
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Author : Zhiyong Fu
language : en
Publisher: CRC Press
Release Date : 2025-03-06
Digital Futures In Human Computer Interaction written by Zhiyong Fu and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-06 with Computers categories.
The application of futures thinking in Human-Computer Interaction (HCI) has become increasingly important in recent years. Integrating speculative thinking with future design approaches has allowed HCI researchers to explore the potential impacts of technology on digital society. However, the implementation and application of futures thinking in HCI research is an emerging area. Digital Futures in Human-Computer Interaction: Design Thinking for Digital Transformation fills this gap by systematically analyzing HCI's innovation trends in the digital era. This book explores the dialogue between digital transformation and futures thinking for alternative visions of HCI research. The book highlights significant trends and advancements in futures thinking related to HCI. Case studies illustrate the role of futures thinking, offering readers a broad overview of the subject while detailing the competencies and practices that can lead to successful futures design. This engaging and informative reference will appeal to students, academics, and researchers interested in various design aspects related to HCI. These aspects include service design, sustainable design, product design, space design, visual communication, design education, futures studies, and social innovation.
Quantifying And Processing Biomedical And Behavioral Signals
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Author : Anna Esposito
language : en
Publisher: Springer
Release Date : 2018-08-17
Quantifying And Processing Biomedical And Behavioral Signals written by Anna Esposito and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-17 with Technology & Engineering categories.
The book is based on interdisciplinary research on various aspects and dynamics of human multimodal signal exchanges. It discusses realistic application scenarios where human interaction is the focus, in order to identify new methods for data processing and data flow coordination through synchronization, and optimization of new encoding features combining contextually enacted communicative signals, and develop shared digital data repositories and annotation standards for benchmarking the algorithmic feasibility and successive implementation of believable human–computer interaction (HCI) systems. This book is a valuable resource for a. the research community, PhD students, early stage researchers c. schools, hospitals, and rehabilitation and assisted-living centers e. the ICT market, and representatives from multimedia industries
Artificial Intelligence In Neuroscience Affective Analysis And Health Applications
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Author : José Manuel Ferrández Vicente
language : en
Publisher: Springer Nature
Release Date : 2022-05-24
Artificial Intelligence In Neuroscience Affective Analysis And Health Applications written by José Manuel Ferrández Vicente and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-24 with Medical categories.
The two volume set LNCS 13258 and 13259 constitutes the proceedings of the International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2022, held in Puerto de la Cruz, Tenerife, Spain in May – June 2022. The total of 121 contributions was carefully reviewed and selected from 203 submissions. The papers are organized in two volumes, with the following topical sub-headings: Part I: Machine Learning in Neuroscience; Neuromotor and Cognitive Disorders; Affective Analysis; Health Applications, Part II: Affective Computing in Ambient Intelligence; Bioinspired Computing Approaches; Machine Learning in Computer Vision and Robot; Deep Learning; Artificial Intelligence Applications.
Pixelated Souls
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Author : Abhinav Gaurav
language : en
Publisher: Abhinav Gaurav
Release Date : 2025-03-05
Pixelated Souls written by Abhinav Gaurav and has been published by Abhinav Gaurav this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-05 with Education categories.
In an age where screens, digital platforms, and virtual interactions dominate our lives, the concept of a "pixelated soul" emerges as a powerful metaphor for the divide between our authentic selves and the digital personas we create. Drawing on over 20 years of leadership experience in technology and a solid foundation in psychology, Abhinav Gaurav offers a thought-provoking analysis of how technological advancements shape our minds and behaviours. Through real-world case studies, personal examples and actionable insights, the book delves into this complex relationship, exploring how technology and human psychology intertwine in today’s rapidly evolving world. Whether you're a tech enthusiast, a business leader, or simply curious about the interplay between mind and machine, The book not only provides a perspective on the evolving nature of human connection, but also challenge individuals - be they everyday users, researchers, or policymakers - to engage in deep, critical reflection about technology's pervasive role in shaping our societal landscape.
Artificial Intelligence For Neuroscience And Emotional Systems
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Author : José Manuel Ferrández Vicente
language : en
Publisher: Springer Nature
Release Date : 2024-05-30
Artificial Intelligence For Neuroscience And Emotional Systems written by José Manuel Ferrández Vicente and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-30 with Computers categories.
The two volume set LNCS 14674 and 14675 constitutes the proceedings of the 10th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2024, which took place in Olhâo, Portugal, during June 4–7, 2024. The 99 full papers presented in these proceedings were carefully reviewed and selected from 193 submissions. They were organized in topical sections as follows: Part I: Machine learning in neuroscience; artificial intelligence in neurophysiology; neuromotor and cognitive disorders; intelligent systems for assessment, treatment, and assistance in early stages of Alzheimer's disease and other dementias; socio-cognitive, affective and physiological computing; affective computing and context awareness in ambientintelliigence; learning tools to lecture; Part II: Machine learning in computer vision and robotics; bio-inspired computing approaches; social and civil engineering through human AI translations; smart renewable energies: advancing AI algorithms in the renewable energy industry; bioinspired applications.
Principles And Applications Of Socio Cognitive And Affective Computing
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Author : Geetha, S.
language : en
Publisher: IGI Global
Release Date : 2022-09-30
Principles And Applications Of Socio Cognitive And Affective Computing written by Geetha, S. and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-09-30 with Computers categories.
Recent advances in socio-cognitive and affective computing require further study as countless benefits and opportunities have emerged from these innovative technologies that may be useful in a number of contexts throughout daily life. In order to ensure these technologies are appropriately utilized across sectors, the challenges and strategies for adoption as well as potential uses must be thoroughly considered. Principles and Applications of Socio-Cognitive and Affective Computing discusses several aspects of affective interactions and concepts in affective computing, the fundamentals of emotions, and emerging research and exciting techniques for bridging the emotional disparity between humans and machines, all within the context of interactions. The book also considers problem and solution guidelines emerging in cognitive computing, thus summarizing the roadmap of current machine computational intelligence techniques for affective computing. Covering a range of topics such as social interaction, robotics, and virtual reality, this reference work is crucial for scientists, engineers, industry professionals, academicians, researchers, scholars, practitioners, instructors, and students.
Humanizing Technology With Emotional Intelligence
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Author : Tikadar, Subrata
language : en
Publisher: IGI Global
Release Date : 2024-12-23
Humanizing Technology With Emotional Intelligence written by Tikadar, Subrata and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-23 with Computers categories.
In an era where technology permeates every aspect of our lives, the imperative for sentient systems has never been greater. This necessity stems from the recognition that effective human-computer interaction (HCI) transcends mere transactional exchanges, aspiring instead to foster connections that are as nuanced and empathetic as those between humans. Emotional intelligence in computing systems, therefore, is not a luxury but a prerequisite for creating technologies that enhance, rather than hinder, our daily lives. Affective computing, the interdisciplinary domain at the heart of this endeavor, bridges the gap between human emotional experience and computational technology, aiming to imbue machines with the ability to detect, interpret, and respond to human emotions. Humanizing Technology With Emotional Intelligence delves into the why and how of incorporating emotional intelligence into computing systems. The book provides a comprehensive overview of both the theoretical foundations and the practical applications of affective computing in HCI. Covering topics such as automotive safety, holistic student development, and social robotics, this book is an excellent resource for academicians, researchers, graduate and postgraduate students, software developers, product managers, and more.