Emotion and Stress Recognition Related Sensors and Machine Learning Technologies

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Release : 2021-09-01
Genre : Technology & Engineering
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Book Rating : 385/5 ( reviews)

Emotion and Stress Recognition Related Sensors and Machine Learning Technologies - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Emotion and Stress Recognition Related Sensors and Machine Learning Technologies write by Kyandoghere Kyamakya. This book was released on 2021-09-01. Emotion and Stress Recognition Related Sensors and Machine Learning Technologies available in PDF, EPUB and Kindle. This book includes impactful chapters which present scientific concepts, frameworks, architectures and ideas on sensing technologies and machine learning techniques. These are relevant in tackling the following challenges: (i) the field readiness and use of intrusive sensor systems and devices for capturing biosignals, including EEG sensor systems, ECG sensor systems and electrodermal activity sensor systems; (ii) the quality assessment and management of sensor data; (iii) data preprocessing, noise filtering and calibration concepts for biosignals; (iv) the field readiness and use of nonintrusive sensor technologies, including visual sensors, acoustic sensors, vibration sensors and piezoelectric sensors; (v) emotion recognition using mobile phones and smartwatches; (vi) body area sensor networks for emotion and stress studies; (vii) the use of experimental datasets in emotion recognition, including dataset generation principles and concepts, quality insurance and emotion elicitation material and concepts; (viii) machine learning techniques for robust emotion recognition, including graphical models, neural network methods, deep learning methods, statistical learning and multivariate empirical mode decomposition; (ix) subject-independent emotion and stress recognition concepts and systems, including facial expression-based systems, speech-based systems, EEG-based systems, ECG-based systems, electrodermal activity-based systems, multimodal recognition systems and sensor fusion concepts and (x) emotion and stress estimation and forecasting from a nonlinear dynamical system perspective. This book, emerging from the Special Issue of the Sensors journal on “Emotion and Stress Recognition Related Sensors and Machine Learning Technologies” emerges as a result of the crucial need for massive deployment of intelligent sociotechnical systems. Such technologies are being applied in assistive systems in different domains and parts of the world to address challenges that could not be addressed without the advances made in these technologies.

Emotion and Stress Recognition Related Sensors and Machine Learning Technologies

Download Emotion and Stress Recognition Related Sensors and Machine Learning Technologies PDF Online Free

Author :
Release : 2021
Genre :
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Book Rating : 399/5 ( reviews)

Emotion and Stress Recognition Related Sensors and Machine Learning Technologies - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Emotion and Stress Recognition Related Sensors and Machine Learning Technologies write by Kyandoghere Kyamakya. This book was released on 2021. Emotion and Stress Recognition Related Sensors and Machine Learning Technologies available in PDF, EPUB and Kindle. This book includes impactful chapters which present scientific concepts, frameworks, architectures and ideas on sensing technologies and machine learning techniques. These are relevant in tackling the following challenges: (i) the field readiness and use of intrusive sensor systems and devices for capturing biosignals, including EEG sensor systems, ECG sensor systems and electrodermal activity sensor systems; (ii) the quality assessment and management of sensor data; (iii) data preprocessing, noise filtering and calibration concepts for biosignals; (iv) the field readiness and use of nonintrusive sensor technologies, including visual sensors, acoustic sensors, vibration sensors and piezoelectric sensors; (v) emotion recognition using mobile phones and smartwatches; (vi) body area sensor networks for emotion and stress studies; (vii) the use of experimental datasets in emotion recognition, including dataset generation principles and concepts, quality insurance and emotion elicitation material and concepts; (viii) machine learning techniques for robust emotion recognition, including graphical models, neural network methods, deep learning methods, statistical learning and multivariate empirical mode decomposition; (ix) subject-independent emotion and stress recognition concepts and systems, including facial expression-based systems, speech-based systems, EEG-based systems, ECG-based systems, electrodermal activity-based systems, multimodal recognition systems and sensor fusion concepts and (x) emotion and stress estimation and forecasting from a nonlinear dynamical system perspective.

Applied Affective Computing

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Release : 2022-02-04
Genre : Computers
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Book Rating : 937/5 ( reviews)

Applied Affective Computing - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Applied Affective Computing write by Leimin Tian. This book was released on 2022-02-04. Applied Affective Computing available in PDF, EPUB and Kindle. 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.

Methods for Researching Professional Learning and Development

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Release : 2022-08-30
Genre : Education
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Book Rating : 183/5 ( reviews)

Methods for Researching Professional Learning and Development - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Methods for Researching Professional Learning and Development write by Michael Goller. This book was released on 2022-08-30. Methods for Researching Professional Learning and Development available in PDF, EPUB and Kindle. This volume provides alternatives for tackling existing empirical, methodological, and analytical challenges. It does so by providing a broad overview of less established, as well as emerging methods, which are of great relevance for current research on professional learning and development. As such, it offers a comprehensive collection of state-of-the-art methodologies and future directions within the workplace learning and professional development research. By describing these novel approaches and providing empirical illustrations, the book promotes innovative methodologies for investigating professional learning and development. It also supports scholars to understand upcoming empirical research and methods and encourages novice as well as established researchers to adopt new empirical strategies beyond traditional ones that have the potential to enrich a better understanding of professional learning and development.

Stress Detection Based On Multi Modal Data

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Genre : Antiques & Collectibles
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Book Rating : 489/5 ( reviews)

Stress Detection Based On Multi Modal Data - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Stress Detection Based On Multi Modal Data write by Dr. A Sharada. This book was released on . Stress Detection Based On Multi Modal Data available in PDF, EPUB and Kindle.