Clinical Application Of Machine Learning Methods In Psychiatric Disorders

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Clinical Application Of Machine Learning Methods In Psychiatric Disorders
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Author : Xiaozheng Liu
language : en
Publisher: Frontiers Media SA
Release Date : 2023-06-27
Clinical Application Of Machine Learning Methods In Psychiatric Disorders written by Xiaozheng Liu 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 2023-06-27 with Medical categories.
Artificial Intelligence In Behavioral And Mental Health Care
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Author : David D. Luxton
language : en
Publisher: Academic Press
Release Date : 2015-09-10
Artificial Intelligence In Behavioral And Mental Health Care written by David D. Luxton and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-09-10 with Psychology categories.
Artificial Intelligence in Behavioral and Mental Health Care summarizes recent advances in artificial intelligence as it applies to mental health clinical practice. Each chapter provides a technical description of the advance, review of application in clinical practice, and empirical data on clinical efficacy. In addition, each chapter includes a discussion of practical issues in clinical settings, ethical considerations, and limitations of use. The book encompasses AI based advances in decision-making, in assessment and treatment, in providing education to clients, robot assisted task completion, and the use of AI for research and data gathering. This book will be of use to mental health practitioners interested in learning about, or incorporating AI advances into their practice and for researchers interested in a comprehensive review of these advances in one source. - Summarizes AI advances for use in mental health practice - Includes advances in AI based decision-making and consultation - Describes AI applications for assessment and treatment - Details AI advances in robots for clinical settings - Provides empirical data on clinical efficacy - Explores practical issues of use in clinical settings
Artificial Intelligence In Healthcare
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Author : Adam Bohr
language : en
Publisher: Academic Press
Release Date : 2020-06-21
Artificial Intelligence In Healthcare written by Adam Bohr and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-21 with Computers categories.
Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. - Highlights different data techniques in healthcare data analysis, including machine learning and data mining - Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks - Includes applications and case studies across all areas of AI in healthcare data
Mood Disorders
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Author : Sudhakar Selvaraj
language : en
Publisher:
Release Date : 2020
Mood Disorders written by Sudhakar Selvaraj and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020 with Affective disorders categories.
"Mood disorders are the most common mental illnesses with a lifetime prevalence of up to 20% worldwide 1. Major depressive disorder (MDD) and Bipolar Disorder (BD) are significant health problems in the US and worldwide 2. In the United States alone, the lifetime prevalence of MDD is up to 17%, and that of BD about 2.1% 2 that can go up to 4% of individuals with mood episodes not meeting episodic criteria are included. Both are chronic and recurrent illnesses characterized by recurrent episodes of depression and mania and depression in MDD and BD respectively"--
Probabilistic Perspectives On Brain Dys Function
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Author : Karl Friston
language : en
Publisher: Frontiers Media SA
Release Date : 2021-08-02
Probabilistic Perspectives On Brain Dys Function written by Karl Friston 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 2021-08-02 with Science categories.
Computational Modeling And Machine Learning Methods In Neurodevelopment And Neurodegeneration From Basic Research To Clinical Applications
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Author : Pablo Martinez-Cañada
language : en
Publisher: Frontiers Media SA
Release Date : 2024-11-22
Computational Modeling And Machine Learning Methods In Neurodevelopment And Neurodegeneration From Basic Research To Clinical Applications written by Pablo Martinez-Cañada 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 2024-11-22 with Science categories.
Computational models and machine-learning methods are increasingly valuable tools to shed light on the dynamics that govern information processing in the nervous system, as well as their disruption in pathological conditions. A variety of techniques has been used to understand how networks of neurons in the brain encode, elaborate and transmit information about the external world, and how this information influences decision-making and behavior. Structural and functional abnormalities in the above-mentioned networks can lead to a wide range of brain disorders. Recent advances in brain simulation and machine-learning techniques, together with progress in the neuroimaging field, have been essential for bridging the different spatial scales in the brain and uncovering the processes underlying cognitive, motor and behavioral impairment in neurodevelopmental and neurodegenerative disorders.
Kaplan And Sadock S Comprehensive Text Of Psychiatry
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Author : Robert Boland
language : en
Publisher: Lippincott Williams & Wilkins
Release Date : 2024-03-26
Kaplan And Sadock S Comprehensive Text Of Psychiatry written by Robert Boland and has been published by Lippincott Williams & Wilkins this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-26 with Medical categories.
The gold standard reference for all those who work with people with mental illness, Kaplan & Sadock's Comprehensive Textbook of Psychiatry, edited by Drs. Robert Boland and Marcia L. Verduin, has consistently kept pace with the rapid growth of research and knowledge in neural science, as well as biological and psychological science. This two-volume eleventh edition offers the expertise of more than 600 renowned contributors who cover the full range of psychiatry and mental health, including neural science, genetics, neuropsychiatry, psychopharmacology, and other key areas.
Neurobiology Of Brain Disorders
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Author : Michael J. Zigmond
language : en
Publisher: Academic Press
Release Date : 2022-05-20
Neurobiology Of Brain Disorders written by Michael J. Zigmond and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-20 with Medical categories.
Neurobiology of Brain Disorders: Biological Basis of Neurological and Psychiatric Disorders, Second Edition provides basic scientists a comprehensive overview of neurological and neuropsychiatric disease. This book links basic, translational, and clinical research, covering the genetic, developmental, molecular and cellular mechanisms underlying all major categories of brain disorders. It offers students, postdoctoral fellows, and researchers in diverse fields of neuroscience, neurobiology, neurology, and psychiatry the tools they need to obtain a basic background in the major neurological and psychiatric diseases. Topics include developmental, autoimmune, central, and peripheral neurodegeneration, infectious diseases, and diseases of higher function. Organized by individual disorder, each chapter includes coverage of the clinical condition, diagnosis, treatment, underlying mechanisms, relevant basic and translational research, and key unanswered questions. This volume reflects progress in the field since publication of the first edition, with fully updated chapters, and new chapters on isolation, aging, global diseases, vascular diseases, and toxic/metabolic disease. New disorder coverage includes fibromyalgia, chronic fatigue, Restless Legs Syndrome, myasthenia gravis, and more. - Links basic, translational and clinical research on disorders of the nervous system - Covers a vast array of neurological and psychiatric disorders, including Down syndrome, autism, muscular dystrophy, diabetes, TBI, Parkinson's, Huntington's, Alzheimer's, OCD, PTSD, schizophrenia, depression and pain - Features new chapters on the effects of aging and isolation on brain health - Expands coverage on disorders, including new chapters on fibromyalgia, chronic fatigue, and restless legs syndrome - Features in-text summary points, special feature boxes and research questions
Integrating Artificial Intelligence In Branches Of Psychology
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Author : KHRITISH SWARGIARY
language : en
Publisher: ERA, US
Release Date :
Integrating Artificial Intelligence In Branches Of Psychology written by KHRITISH SWARGIARY and has been published by ERA, US this book supported file pdf, txt, epub, kindle and other format this book has been release on with Education categories.
The fusion of Artificial Intelligence (AI) with psychology represents one of the most exciting and transformative developments in modern science. As AI technologies continue to advance, their potential to reshape the field of psychology is immense, offering novel ways to analyze, diagnose, and treat a variety of psychological conditions. The integration of AI into psychological practice, research, and education is already yielding promising results, enhancing our understanding of human behavior, and providing new tools for practitioners and researchers alike. Integrating Artificial Intelligence in Branches of Psychology: A Comprehensive Exploration is a work born from the growing need to understand the intersection of these two powerful fields. In this book, we explore the many ways in which AI is being utilized across the diverse branches of psychology, from clinical and cognitive psychology to health and social psychology. The goal is to present a holistic view of how AI is transforming psychological theory and practice, offering insights into the benefits, challenges, and ethical considerations that come with this technological advancement. This book is intended for both scholars and practitioners in the field of psychology, as well as those working in AI and related technologies who are interested in the applications of their work to the human sciences. Each Chapter is designed to delve into the specific areas of psychology where AI has made a notable impact, providing a comprehensive overview of both foundational concepts and cutting-edge innovations. Topics range from AI-driven behavioral interventions to neural network models that simulate cognitive processes, and from AI's role in educational technologies to its contributions to forensic psychology and criminal profiling. In each case, we examine not only the technical aspects of AI but also its psychological implications, ensuring that the reader gains a well-rounded understanding of these complex and interwoven domains. The integration of AI into psychology is still in its early stages, but it is clear that this synergy holds the promise of a more nuanced and effective approach to understanding and improving human behavior. As we continue to navigate this exciting frontier, it is crucial to consider both the opportunities and challenges that AI presents. This book provides a platform for engaging with these ideas, encouraging thoughtful reflection on the role of AI in shaping the future of psychology. I invite you, the reader, to embark on this journey through the intersections of AI and psychology, where each Chapter opens a window into new possibilities and insights. As we look toward the future, it is clear that the integration of AI will continue to play a central role in advancing our understanding of the mind and behavior. KHRITISH SWARGIARY (M.A. in PSYCHOLOGY, M.A. in EDUCATION, CE-IB: Constructivism in Education: Perspectives from International Baccalaureate, DPEA-GE: Disaster Prevention & Education in Asia: Geography Education Perspective, ME-SA: Mathematics Education: Student Agency - Problem Solving, Shape, Measurement & Pattern, MT-VII: Mathematical Thinking VII, EP-IBL: Educational Practices: Inquiry-Based Learning for 21st Century (IB Inspired), GPT-HS: Geographic Perspective & Thinking in Senior High School ,CT-PS: Computational Thinking: Development at Primary School from Center for Research on International Development, University of Tsukuba, Japan) Email: [email protected]
Enabling Technology For Neurodevelopmental Disorders
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Author : Tanu Wadhera
language : en
Publisher: Taylor & Francis
Release Date : 2022-04-20
Enabling Technology For Neurodevelopmental Disorders written by Tanu Wadhera and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-20 with Medical categories.
This cutting-edge volume explores how technological tools can be designed, engineered and implemented to assess and support individuals with neurodevelopmental disorders from diagnosis through to rehabilitation. Tanu Wadhera and Deepti Kakkar and their expert contributors focus on technological tools as equalizers in Neurodevelopmental disorders (NDDs) at every stage, the importance of demand-specific design, and how we can best engineer and deploy both invasive and non-invasive individual-centered approaches that support and connect individuals. Considering the perspectives of patients, clinicians and technologists, it explores key topics including design and evaluation of platforms for tech-tools, automated diagnosis, brain imaging techniques, tech-diagnostic frameworks with AI and machine learning, sensing technology, smart brain prosthetics, gamification, alternative communication devices, and education tools and interactive toys. Outlining future challenges for research, Enabling Technology for Neurodevelopmental Disorders is useful for scholars and professionals in psychology, technology, engineering and medicine concerned with design, development and evaluation of a range of assistive technological tools.