Multimodal-multisensor Analytics for Detecting Anxiety Phases in Individuals Experiencing High Anxiety

Multimodal-multisensor Analytics for Detecting Anxiety Phases in Individuals Experiencing High Anxiety PDF Author: Hashini Senaratne
Publisher: Hashini Senaratne
ISBN:
Category : Computers
Languages : en
Pages : 251

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Book Description
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

Multimodal-multisensor Analytics for Detecting Anxiety Phases in Individuals Experiencing High Anxiety

Multimodal-multisensor Analytics for Detecting Anxiety Phases in Individuals Experiencing High Anxiety PDF Author: Hashini Senaratne
Publisher: Hashini Senaratne
ISBN:
Category : Computers
Languages : en
Pages : 251

Get Book Here

Book Description
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

The Wiley Handbook of Anxiety Disorders

The Wiley Handbook of Anxiety Disorders PDF Author: Paul Emmelkamp
Publisher: John Wiley & Sons
ISBN: 111877535X
Category : Psychology
Languages : en
Pages : 1442

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Book Description
This state-of-the-art Handbook on the research and treatment of anxiety and related disorders is the most internationally and clinically oriented Handbook currently available, encompassing a broad network of researchers, from leading experts in the field to rising stars. The very first handbook to cover anxiety disorders according to the new DSM-5 criteria Published in two volumes, the International Handbook provides the most wide-ranging treatment of the state-of-the-art research in the anxiety disorders Offers a truly international aspect, including authors from different continents and covering issues of relevance to non-Western countries Includes discussion of the latest treatments, including work on persistence of compulsions, virtual reality exposure therapy, cognitive bias modification, cognitive enhancers, and imagery rescripting Covers treatment failures, transdiagnostic approaches, and includes treatment issues for children as well as the older population Edited by leaders in the field, responsible for some of the most important advances in our understanding and treatment of anxiety disorders 2 Volumes

Oxford Handbook of Anxiety and Related Disorders

Oxford Handbook of Anxiety and Related Disorders PDF Author: Martin M. Antony
Publisher: Oxford University Press
ISBN: 0195307038
Category : Medical
Languages : en
Pages : 718

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Book Description
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.

Data Analytics and Applications of the Wearable Sensors in Healthcare

Data Analytics and Applications of the Wearable Sensors in Healthcare PDF Author: Shabbir Syed-Abdul
Publisher: MDPI
ISBN: 3039363506
Category : Medical
Languages : en
Pages : 498

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Book Description
This book provides a collection of comprehensive research articles on data analytics and applications of wearable devices in healthcare. This Special Issue presents 28 research studies from 137 authors representing 37 institutions from 19 countries. To facilitate the understanding of the research articles, we have organized the book to show various aspects covered in this field, such as eHealth, technology-integrated research, prediction models, rehabilitation studies, prototype systems, community health studies, ergonomics design systems, technology acceptance model evaluation studies, telemonitoring systems, warning systems, application of sensors in sports studies, clinical systems, feasibility studies, geographical location based systems, tracking systems, observational studies, risk assessment studies, human activity recognition systems, impact measurement systems, and a systematic review. We would like to take this opportunity to invite high quality research articles for our next Special Issue entitled “Digital Health and Smart Sensors for Better Management of Cancer and Chronic Diseases” as a part of Sensors journal.

The Promise of Sleep

The Promise of Sleep PDF Author: William C. Dement
Publisher:
ISBN:
Category : Family & Relationships
Languages : en
Pages : 568

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Book Description
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

Anxiety and Related Disorders Interview Schedule for DSM-5 (ADIS-5) - Adult and Lifetime Version

Anxiety and Related Disorders Interview Schedule for DSM-5 (ADIS-5) - Adult and Lifetime Version PDF Author: Timothy A. Brown
Publisher: Oxford University Press
ISBN: 0199324743
Category : Medical
Languages : en
Pages : 30

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Book Description
The interview schedules are designed to diagnose anxiety, mood, obsessive-compulsive, trauma, and related disorders (e.g., somatic symptom, substance use) and to permit differential diagnosis among these disorders according to DSM-5 criteria (American Psychiatric Association, 2013). --Oxford University Press.

Programming Collective Intelligence

Programming Collective Intelligence PDF Author: Toby Segaran
Publisher: "O'Reilly Media, Inc."
ISBN: 0596550685
Category : Computers
Languages : en
Pages : 361

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Book Description
Want to tap the power behind search rankings, product recommendations, social bookmarking, and online matchmaking? This fascinating book demonstrates how you can build Web 2.0 applications to mine the enormous amount of data created by people on the Internet. With the sophisticated algorithms in this book, you can write smart programs to access interesting datasets from other web sites, collect data from users of your own applications, and analyze and understand the data once you've found it. Programming Collective Intelligence takes you into the world of machine learning and statistics, and explains how to draw conclusions about user experience, marketing, personal tastes, and human behavior in general -- all from information that you and others collect every day. Each algorithm is described clearly and concisely with code that can immediately be used on your web site, blog, Wiki, or specialized application. This book explains: Collaborative filtering techniques that enable online retailers to recommend products or media Methods of clustering to detect groups of similar items in a large dataset Search engine features -- crawlers, indexers, query engines, and the PageRank algorithm Optimization algorithms that search millions of possible solutions to a problem and choose the best one Bayesian filtering, used in spam filters for classifying documents based on word types and other features Using decision trees not only to make predictions, but to model the way decisions are made Predicting numerical values rather than classifications to build price models Support vector machines to match people in online dating sites Non-negative matrix factorization to find the independent features in a dataset Evolving intelligence for problem solving -- how a computer develops its skill by improving its own code the more it plays a game Each chapter includes exercises for extending the algorithms to make them more powerful. Go beyond simple database-backed applications and put the wealth of Internet data to work for you. "Bravo! I cannot think of a better way for a developer to first learn these algorithms and methods, nor can I think of a better way for me (an old AI dog) to reinvigorate my knowledge of the details." -- Dan Russell, Google "Toby's book does a great job of breaking down the complex subject matter of machine-learning algorithms into practical, easy-to-understand examples that can be directly applied to analysis of social interaction across the Web today. If I had this book two years ago, it would have saved precious time going down some fruitless paths." -- Tim Wolters, CTO, Collective Intellect

Cognitive Behavioral Therapy for Social Anxiety Disorder

Cognitive Behavioral Therapy for Social Anxiety Disorder PDF Author: Stefan G. Hofmann
Publisher: Routledge
ISBN: 1135919887
Category : Psychology
Languages : en
Pages : 231

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Book Description
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

Photoplethysmography PDF Author: Panicos A. Kyriacou
Publisher: Academic Press
ISBN: 012823525X
Category : Technology & Engineering
Languages : en
Pages : 508

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Book Description
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

Emotion in Education

Emotion in Education PDF Author:
Publisher: Elsevier
ISBN: 0080475043
Category : Psychology
Languages : en
Pages : 363

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Book Description
This edited book examines some of the current inquiry related to the study of emotions in educational contexts. There has been a notable increased interest in educational research on emotions. Emotion in Education represents some of the most exciting and current research on emotions and education, and has the potential to impact research in this area. This combination of variety, timeliness, potential for transformation of the field, and uniqueness make this a "must-have" resource for academics in the fields of education, educational psychology, emotion psychology, cultural psychology, sociology, and teacher education. The chapters have been written for scholars in the area, but authors also wrote with graduate students in mind. Therefore, the book is also be a great volume for graduate seminars. Provides in-depth examination of emotions in educational contexts Includes international roster of contributors who represent a variety of disciplines Represents a number of different research approaches