Multimodal Multisensor Analytics For Detecting Anxiety Phases In Individuals Experiencing High Anxiety
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Multimodal Multisensor Analytics For Detecting Anxiety Phases In Individuals Experiencing High Anxiety
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Author : Hashini Senaratne
language : en
Publisher: Hashini Senaratne
Release Date : 2023-05-08
Multimodal Multisensor Analytics For Detecting Anxiety Phases In Individuals Experiencing High Anxiety written by Hashini Senaratne and has been published by Hashini Senaratne this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-08 with Computers categories.
This PhD thesis aims to advance objective assessments of anxiety to address the drawbacks of current clinical assessments. It uses multiple methods, including semi-structured interviews, lab-based data collection, signal analysis techniques, and multimodal-multisensor analytics. In total, 147 subjects participated in qualitative and quantitative data collection studies. Its results detected high-anxious vs. low-anxious individuals, conceptualized four anxiety phases, and detected all those phases in 65% of high-anxious individuals by fusing three physiological and behavioral features; a 30% improvement compared to the best unimodal feature. Overall, this thesis is a fundamental contribution toward the long-term aims of minimizing the burden of anxiety disorders. Full content at: https://doi.org/10.26180/19728097.v1
Oxford Handbook Of Anxiety And Related Disorders
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Author : Martin M. Antony
language : en
Publisher: Oxford University Press
Release Date : 2009
Oxford Handbook Of Anxiety And Related Disorders written by Martin M. Antony and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Medical categories.
This handbook reviews research and clinical developments through synthetic chapters written by experts from various fields of study and clinical backgrounds. It discusses each of the main anxiety disorders and examines diagnostic criteria, prevalence rates, comorbidity, and clinical issues.
Cognitive Behavioral Therapy For Social Anxiety Disorder
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Author : Stefan G. Hofmann
language : en
Publisher: Routledge
Release Date : 2008-04-24
Cognitive Behavioral Therapy For Social Anxiety Disorder written by Stefan G. Hofmann and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-04-24 with Psychology categories.
Social phobia, or social anxiety disorder, is among the most common (and debilitating) of the anxiety disorders, and at any given time it effects somewhere between 3 and 5% of the US population, with similar statistics found in countries around the world. Cognitive-Behavioral Therapy (CBT) has been demonstrated to be the most effective form of treatment for social phobia, but research has shown that conventional CBT principles and general interventions fall short of the mark. With this in mind, Hofmann and Otto have composed an organized treatment approach that includes specifically designed interventions to strengthen the relevant CBT strategies. This volume builds upon empirical research to address the psychopathology and heterogeneity of social phobia, creating a series of specific interventions with numerous case examples.
Photoplethysmography
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Author : Panicos A. Kyriacou
language : en
Publisher: Academic Press
Release Date : 2021-11-03
Photoplethysmography written by Panicos A. Kyriacou and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-03 with Technology & Engineering categories.
Photoplethysmography: Technology, Signal Analysis, and Applications is the first comprehensive volume on the theory, principles, and technology (sensors and electronics) of photoplethysmography (PPG). It provides a detailed description of the current state-of-the-art technologies/optical components enabling the extreme miniaturization of such sensors, as well as comprehensive coverage of PPG signal analysis techniques including machine learning and artificial intelligence. The book also outlines the huge range of PPG applications in healthcare, with a strong focus on the contribution of PPG in wearable sensors and PPG for cardiovascular assessment. - Presents the underlying principles and technology surrounding PPG - Includes applications for healthcare and wellbeing - Focuses on PPG in wearable sensors and devices - Presents advanced signal analysis techniques - Includes cutting-edge research, applications and future directions
The Promise Of Sleep
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Author : William C. Dement
language : en
Publisher:
Release Date : 1999
The Promise Of Sleep written by William C. Dement and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Family & Relationships categories.
Healthy sleep has been empirically proven to be the single most important determinant in predicting longevity, more influential than diet, exercise, or heredity, but our modern culture has become a virtual study in sleep deprivation. A world without darkness wreaks havoc on our body clocks. Sleep is sacrificed to meet the demands of our endless days. Doctors regard sleep deprivation as a fact of life and do little to promote sleep health or awareness. Meanwhile, the physical, emotional, and psychological costs of unhealthy sleep continue to mount.In "The Promise of Sleep", world-renowned sleep authority William C. Dement offers a definitive guide providing the information necessary to reap the benefits of a good night's sleep. Drawing on decades of experience, Dr. Dement explains what happens when we sleep, taking us on a fascinating tour of the sleeping body and mind. Exploring sleep's surpassingly powerful effect on overall health, from the immune system to psychological well-being, readers will learn the many ways that sleep loss and deprivation can put them in harm's way, inhibiting motivation, creativity, and vitality.Imparting wisdom gained through years of sleep lab experience, Dr. Dement reveals the seven principles of healthy sleep, and gives hands-on advice on such popular topics as sleep disorders and their cures, the role of prescription and over-the-counter sleeping aids, recovery from jet lag, the power of naps, and more. With "The Promise
Data Analytics And Management
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Author : Ashish Khanna
language : en
Publisher: Springer Nature
Release Date : 2021-01-04
Data Analytics And Management written by Ashish Khanna and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-01-04 with Technology & Engineering categories.
This book includes original unpublished contributions presented at the International Conference on Data Analytics and Management (ICDAM 2020), held at Jan Wyzykowski University, Poland, during June 2020. The book covers the topics in data analytics, data management, big data, computational intelligence, and communication networks. The book presents innovative work by leading academics, researchers, and experts from industry which is useful for young researchers and students.
The Use Of Psychological Testing For Treatment Planning And Outcomes Assessment
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Author : Mark E. Maruish
language : en
Publisher: Taylor & Francis
Release Date : 2014-04-08
The Use Of Psychological Testing For Treatment Planning And Outcomes Assessment written by Mark E. Maruish and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-04-08 with Education categories.
Test-based psychological assessment has been significantly affected by the health care revolution in the United States during the past two decades. Despite new limitations on psychological services across the board and psychological testing in particular, it continues to offer a rapid and efficient method of identifying problems, planning and monitoring a course of treatment, and assessing the outcomes of interventions. This thoroughly revised and greatly expanded third edition of a classic reference, now three volumes, constitutes an invaluable resource for practitioners who in a managed care era need to focus their testing not on the general goals of personality assessment, symptom identification, and diagnosis so often presented to them as students and trainees, but on specific questions: What course of treatment should this person receive? How is it going? Was it effective? New chapters describe new tests and models and new concerns such as ethical aspects of outcomes assessment. Volume I reviews general issues and recommendations concerning the use of psychological testing for screening for psychological disturbances, planning and monitoring appropriate interventions, and the assessing outcomes, and offers specific guidelines for selecting instruments. It also considers more specific issues such as the analysis of group and individual patient data, the selection and implementation of outcomes instrumentation, and the ethics of gathering and using outcomes data. Volume II discusses psychological measures developed for use with younger children and adolescents that can be used for the purposes outlined in Volume I; Volume III, those developed for use with adults. Drawing on the knowledge and experience of a diverse group of leading experts--test developers, researchers, clinicians and others, the third edition of The Use of Psychological Testing for Treatment Planning and Outcomes Assessment provides vital assistance to all clinicians, and to their trainees and graduate students.
Deep Learning
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Author : Ian Goodfellow
language : en
Publisher: MIT Press
Release Date : 2016-11-10
Deep Learning written by Ian Goodfellow and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-11-10 with Computers categories.
An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.