Using Machine Learning to Detect Emotions and Predict Human Psychology

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Publisher : IGI Global
ISBN 13 :
Total Pages : 332 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Using Machine Learning to Detect Emotions and Predict Human Psychology by : Rai, Mritunjay

Download or read book Using Machine Learning to Detect Emotions and Predict Human Psychology written by Rai, Mritunjay and published by IGI Global. This book was released on 2024-02-26 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

The Emotion Machine

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Publisher : Simon and Schuster
ISBN 13 : 1416579303
Total Pages : 400 pages
Book Rating : 4.4/5 (165 download)

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Book Synopsis The Emotion Machine by : Marvin Minsky

Download or read book The Emotion Machine written by Marvin Minsky and published by Simon and Schuster. This book was released on 2007-11-13 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this mind-expanding book, scientific pioneer Marvin Minsky continues his groundbreaking research, offering a fascinating new model for how our minds work. He argues persuasively that emotions, intuitions, and feelings are not distinct things, but different ways of thinking. By examining these different forms of mind activity, Minsky says, we can explain why our thought sometimes takes the form of carefully reasoned analysis and at other times turns to emotion. He shows how our minds progress from simple, instinctive kinds of thought to more complex forms, such as consciousness or self-awareness. And he argues that because we tend to see our thinking as fragmented, we fail to appreciate what powerful thinkers we really are. Indeed, says Minsky, if thinking can be understood as the step-by-step process that it is, then we can build machines -- artificial intelligences -- that not only can assist with our thinking by thinking as we do but have the potential to be as conscious as we are. Eloquently written, The Emotion Machine is an intriguing look into a future where more powerful artificial intelligences await.

Handbook of Artificial intelligence in psychology

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Publisher : Elyasbook
ISBN 13 : 6005727796
Total Pages : 547 pages
Book Rating : 4.0/5 (57 download)

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Book Synopsis Handbook of Artificial intelligence in psychology by : Farzin Forouzani Fard

Download or read book Handbook of Artificial intelligence in psychology written by Farzin Forouzani Fard and published by Elyasbook. This book was released on 2024-01-14 with total page 547 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the vast expanse of human understanding, few domains captivate and baffle as much as the interplay between artificial intelligence (AI) and the intricacies of human psychology. It signifies the merging of two separate realms, each teeming with its unique complexities, mysterious enigmas, and profound implications. Our journey through this book manifests as an exploration, a quest to reveal the intricate dimensions of intellect, language, emotions, cognition, character, and neuropsychology in this AI-defined era.

Machine and Deep Learning Techniques for Emotion Detection

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Publisher : IGI Global
ISBN 13 :
Total Pages : 333 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Machine and Deep Learning Techniques for Emotion Detection by : Rai, Mritunjay

Download or read book Machine and Deep Learning Techniques for Emotion Detection written by Rai, Mritunjay and published by IGI Global. This book was released on 2024-05-14 with total page 333 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computer understanding of human emotions has become crucial and complex within the era of digital interaction and artificial intelligence. Emotion detection, a field within AI, holds promise for enhancing user experiences, personalizing services, and revolutionizing industries. However, navigating this landscape requires a deep understanding of machine and deep learning techniques and the interdisciplinary challenges accompanying them. Machine and Deep Learning Techniques for Emotion Detection offer a comprehensive solution to this pressing problem. Designed for academic scholars, practitioners, and students, it is a guiding light through the intricate terrain of emotion detection. By blending theoretical insights with practical implementations and real-world case studies, our book equips readers with the knowledge and tools needed to advance the frontier of emotion analysis using machine and deep learning methodologies.

Human-Computer Interaction: Towards Mobile and Intelligent Interaction Environments

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Publisher : Springer Science & Business Media
ISBN 13 : 3642216153
Total Pages : 633 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Human-Computer Interaction: Towards Mobile and Intelligent Interaction Environments by : Julie A. Jacko

Download or read book Human-Computer Interaction: Towards Mobile and Intelligent Interaction Environments written by Julie A. Jacko and published by Springer Science & Business Media. This book was released on 2011-06-24 with total page 633 pages. Available in PDF, EPUB and Kindle. Book excerpt: This four-volume set LNCS 6761-6764 constitutes the refereed proceedings of the 14th International Conference on Human-Computer Interaction, HCII 2011, held in Orlando, FL, USA in July 2011, jointly with 8 other thematically similar conferences. The revised papers presented were carefully reviewed and selected from numerous submissions. The papers accepted for presentation thoroughly cover the entire field of Human-Computer Interaction, addressing major advances in knowledge and effective use of computers in a variety of application areas. The papers of this volume are organized in topical sections on mobile interaction, interaction in intelligent environments, orientation and navigation, in-vehicle interaction, social and environmental issues in HCI, and emotions in HCI.

Modeling Human Behaviors in Psychology Using Engineering Methods

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Publisher : CRC Press
ISBN 13 : 1000794180
Total Pages : 130 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Modeling Human Behaviors in Psychology Using Engineering Methods by : Chi-Chun Lee

Download or read book Modeling Human Behaviors in Psychology Using Engineering Methods written by Chi-Chun Lee and published by CRC Press. This book was released on 2022-09-01 with total page 130 pages. Available in PDF, EPUB and Kindle. Book excerpt: The main purpose of the work is to showcase the interdisciplinary engineering approaches in modeling and understanding human behaviors during interpersonal interactions those that could be typical, distressed, or atypical. The ability to measure human behaviors quantitatively has been a core component and a major research direction in both fields of engineering and psychology – though often with distinct approaches designed for different targeted applications. Engineering methods often strive to achieve high predictive accuracies using behavioral informatics techniques; these techniques employ a combination of behavior measures derived using automated signal based descriptors, and of statistical frameworks modeled using machine learning techniques. These approaches are often distinct from the observational approaches the gold standard for the past three decades in the study of psychology, even in clinical settings. The observational approaches are largely based on human subjective judgments.

Simulations in Medicine

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Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110667215
Total Pages : 206 pages
Book Rating : 4.1/5 (16 download)

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Book Synopsis Simulations in Medicine by : Irena Roterman-Konieczna

Download or read book Simulations in Medicine written by Irena Roterman-Konieczna and published by Walter de Gruyter GmbH & Co KG. This book was released on 2020-04-20 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern practical medicine requires high tech in diagnostics and therapy and in consequence in education. All disciplines use computers to handle large data bases allowing individual therapy, to interpret large data bases in form of neuronal signals, help visualization of organs during surgery. This book contains chapters on personalised therapy, advanced diagnostics in neurology, modern techniques like robotic surgery (da Vinci robots), 3D-printing and 3D-bioprinting, augmented reality applied in medical diagnostics and therapy. It is impossible without fast large scale data mining in both: clinical data interpretation as well as in hospital organization including hybrid surgery rooms and personal data flow. The book is based on a course for medical students organized in the editor's department. Every year, around 300 international undergraduate medical students take the course.

Human-Machine Collaboration and Emotional Intelligence in Industry 5.0

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Publisher : IGI Global
ISBN 13 :
Total Pages : 514 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Human-Machine Collaboration and Emotional Intelligence in Industry 5.0 by : Kumar, Nitendra

Download or read book Human-Machine Collaboration and Emotional Intelligence in Industry 5.0 written by Kumar, Nitendra and published by IGI Global. This book was released on 2024-07-22 with total page 514 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the rapidly evolving landscape of Industry 5.0, integrating emotional intelligence into the industrial framework is becoming increasingly crucial. Organizations are trying to navigate this uncharted territory and seeking guidance on understanding, implementing, and ethically managing artificial emotional intelligence (AEI). However, the absence of a comprehensive resource addressing these complexities has left a significant void in academic scholarship and industrial practice. Human-Machine Collaboration and Emotional Intelligence in Industry 5.0 offers a holistic exploration of emotion recognition, affective computing, and human-robot interaction. It equips readers with the knowledge and tools to successfully integrate AEI into Industry 5.0, ensuring a harmonious collaboration between humans and machines. This book is a go-to resource for scholars, industry professionals, and decision-makers seeking to leverage emotional intelligence in the Fifth Industrial Revolution by addressing practical implementations, ethical considerations, and real-world impacts.

Deep Learning Techniques Applied to Affective Computing

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Publisher : Frontiers Media SA
ISBN 13 : 2832526365
Total Pages : 151 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Deep Learning Techniques Applied to Affective Computing by : Zhen Cui

Download or read book Deep Learning Techniques Applied to Affective Computing written by Zhen Cui and published by Frontiers Media SA. This book was released on 2023-06-14 with total page 151 pages. Available in PDF, EPUB and Kindle. Book excerpt: Affective computing refers to computing that relates to, arises from, or influences emotions. The goal of affective computing is to bridge the gap between humans and machines and ultimately endow machines with emotional intelligence for improving natural human-machine interaction. In the context of human-robot interaction (HRI), it is hoped that robots can be endowed with human-like capabilities of observation, interpretation, and emotional expression. The research on affective computing has recently achieved extensive progress with many fields contributing including neuroscience, psychology, education, medicine, behavior, sociology, and computer science. Current research in affective computing concentrates on estimating human emotions through different forms of signals such as speech, face, text, EEG, fMRI, and many others. In neuroscience, the neural mechanisms of emotion are explored by combining neuroscience with the psychological study of personality, emotion, and mood. In psychology and philosophy, emotion typically includes a subjective, conscious experience characterized primarily by psychophysiological expressions, biological reactions, and mental states. The multi-disciplinary features of understanding “emotion” result in the fact that inferring the emotion of humans is definitely difficult. As a result, a multi-disciplinary approach is required to facilitate the development of affective computing. One of the challenging problems in affective computing is the affective gap, i.e., the inconsistency between the extracted feature representations and subjective emotions. To bridge the affective gap, various hand-crafted features have been widely employed to characterize subjective emotions. However, these hand-crafted features are usually low-level, and they may hence not be discriminative enough to depict subjective emotions. To address this issue, the recently-emerged deep learning (also called deep neural networks) techniques provide a possible solution. Due to the used multi-layer network structure, deep learning techniques are capable of learning high-level contributing features from a large dataset and have exhibited excellent performance in multiple application domains such as computer vision, signal processing, natural language processing, human-computer interaction, and so on. The goal of this Research Topic is to gather novel contributions on deep learning techniques applied to affective computing across the diverse fields of psychology, machine learning, neuroscience, education, behavior, sociology, and computer science to converge with those active in other research areas, such as speech emotion recognition, facial expression recognition, Electroencephalogram (EEG) based emotion estimation, human physiological signal (heart rate) estimation, affective human-robot interaction, multimodal affective computing, etc. We welcome researchers to contribute their original papers as well as review articles to provide works regarding the neural approach from computation to affective computing systems. This Research Topic aims to bring together research including, but not limited to: • Deep learning architectures and algorithms for affective computing tasks such as emotion recognition from speech, face, text, EEG, fMRI, and many others. • Explainability of deep Learning algorithms for affective computing. • Multi-task learning techniques for emotion, personality and depression detection, etc. • Novel datasets for affective computing • Applications of affective computing in robots, such as emotion-aware human-robot interaction and social robots, etc.

Emotion recognition using brain-computer interfaces and advanced artificial intelligence

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Publisher : Frontiers Media SA
ISBN 13 : 2832505171
Total Pages : 413 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Emotion recognition using brain-computer interfaces and advanced artificial intelligence by : Yizhang Jiang

Download or read book Emotion recognition using brain-computer interfaces and advanced artificial intelligence written by Yizhang Jiang and published by Frontiers Media SA. This book was released on 2023-02-17 with total page 413 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Emotional Machines

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Publisher : Springer Nature
ISBN 13 : 3658376414
Total Pages : 301 pages
Book Rating : 4.6/5 (583 download)

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Book Synopsis Emotional Machines by : Catrin Misselhorn

Download or read book Emotional Machines written by Catrin Misselhorn and published by Springer Nature. This book was released on 2023-09-01 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: Can machines simulate, express or even have emotions? Is it a good to build such machines? How do humans react emotionally to them and how should such devices be treated from a moral point of view? This volume addresses these and related questions by bringing together perspectives from affective computing and emotional human-machine interaction, combining technological approaches with those from the humanities and social sciences. It thus relates disciplines such as philosophy, computer science, technology, psychology, sociology, design, and art. The volume offers readers interested in the phenomenon of emotional machines new perspectives from a variety of disciplines and addresses fundamental questions that will become pressing in the foreseeable future as emotional machines increasingly populate our everyday lives.

Frontiers in Computational Neuroscience – Editors’ Pick 2021

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Publisher : Frontiers Media SA
ISBN 13 : 2889741338
Total Pages : 268 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Frontiers in Computational Neuroscience – Editors’ Pick 2021 by : Si Wu

Download or read book Frontiers in Computational Neuroscience – Editors’ Pick 2021 written by Si Wu and published by Frontiers Media SA. This book was released on 2022-01-21 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Coronavirus Disease (COVID-19): Psychological Reactions to the Pandemic

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Publisher : Frontiers Media SA
ISBN 13 : 2889715027
Total Pages : 811 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Coronavirus Disease (COVID-19): Psychological Reactions to the Pandemic by : Joanna Sokolowska

Download or read book Coronavirus Disease (COVID-19): Psychological Reactions to the Pandemic written by Joanna Sokolowska and published by Frontiers Media SA. This book was released on 2021-10-14 with total page 811 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence

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Publisher : Springer Nature
ISBN 13 : 3030595358
Total Pages : 488 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Artificial Intelligence by : Sergei O. Kuznetsov

Download or read book Artificial Intelligence written by Sergei O. Kuznetsov and published by Springer Nature. This book was released on 2020-09-21 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 18th Russian Conference on Artificial Intelligence, RCAI 2020, held in Moscow, Russia, in October 2020. The 27 full papers and 8 short papers presented in this volume were carefully reviewed and selected from 140 submissions. The conference deals with a wide range of topics, including data mining and knowledge discovery, text mining, reasoning, decisionmaking, natural language processing, vision, intelligent robotics, multi-agent systems,machine learning, AI in applied systems, and ontology engineering.

Handbook of Research on Instructional Systems and Technology

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Publisher : IGI Global
ISBN 13 : 1599048663
Total Pages : 1110 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Handbook of Research on Instructional Systems and Technology by : Kidd, Terry T.

Download or read book Handbook of Research on Instructional Systems and Technology written by Kidd, Terry T. and published by IGI Global. This book was released on 2008-10-31 with total page 1110 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides information on different styles of instructional design methodologies, tips, and strategies on how to use technology to facilitate active learning and techniques to help faculty and researchers develop online instructional and teaching materials. It enables libraries to provide a foundational reference for researchers, educators, administrators, and others in the context of instructional systems and technology"--Provided by publisher.

Handbook of Language Analysis in Psychology

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Publisher : Guilford Publications
ISBN 13 : 1462548431
Total Pages : 650 pages
Book Rating : 4.4/5 (625 download)

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Book Synopsis Handbook of Language Analysis in Psychology by : Morteza Dehghani

Download or read book Handbook of Language Analysis in Psychology written by Morteza Dehghani and published by Guilford Publications. This book was released on 2022-03-02 with total page 650 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent years have seen an explosion of interest in the use of computerized text analysis methods to address basic psychological questions. This comprehensive handbook brings together leading language analysis scholars to present foundational concepts and methods for investigating human thought, feeling, and behavior using language. Contributors work toward integrating psychological science and theory with natural language processing (NLP) and machine learning. Ethical issues in working with natural language data sets are discussed in depth. The volume showcases NLP-driven techniques and applications in areas including interpersonal relationships, personality, morality, deception, social biases, political psychology, psychopathology, and public health.

Machine Learning for Multimodal Interaction

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Publisher : Springer Science & Business Media
ISBN 13 : 354024509X
Total Pages : 372 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Machine Learning for Multimodal Interaction by : Samy Bengio

Download or read book Machine Learning for Multimodal Interaction written by Samy Bengio and published by Springer Science & Business Media. This book was released on 2005-01-31 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-proceedings of the First International Workshop on Machine Learning for Multimodal Interaction, MLMI 2004, held in Martigny, Switzerland in June 2004. The 30 revised full papers presented were carefully selected during two rounds of reviewing and revision. The papers are organized in topical sections on HCI and applications, structuring and interaction, multimodal processing, speech processing, dialogue management, and vision and emotion.