computational psychiatry

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Computational Psychiatry
Author :
Publisher : Unknown
Release Date :
ISBN 10 : 0262044595
Pages : 344 pages
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"Computational psychiatry represents a novel and multidisciplinary approach to mental dysfunction. Computational psychiatry seeks to characterize mental dysfunction in terms of deviations from healthy brain computations over multiple time scales. It focuses on building mathematical models of neural or cognitive phenomena relevant to psychiatric diseases. One critical function of these models is their ability to bridge between low-level biological (neuroscience) and high-level cognitive features (psychiatric symptoms). This is the first textbook in the new field of computational psychiatry, designed for the next generation of scientists and clinicians who wish to apply computational models to modern diagnosis and treatment strategies"--

Computational Psychiatry

"Computational psychiatry represents a novel and multidisciplinary approach to mental dysfunction. Computational psychiatry seeks to characterize mental dysfunction in terms of deviations from healthy brain computations over multiple time scales. It focuses on building mathematical models of neural or cognitive phenomena relevant to psychiatric diseases. One critical function of these

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Computational Psychiatry

Computational Psychiatry: Mathematical Modeling of Mental Illness is the first systematic effort to bring together leading scholars in the fields of psychiatry and computational neuroscience who have conducted the most impactful research and scholarship in this area. It includes an introduction outlining the challenges and opportunities facing the field of

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Computational Psychiatry

Psychiatrists and neuroscientists discuss the potential of computational approaches to address problems in psychiatry including diagnosis, treatment, and integration with neurobiology.

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Computational Neurology and Psychiatry

This book presents the latest research in computational methods for modeling and simulating brain disorders. In particular, it shows how mathematical models can be used to study the relationship between a given disorder and the specific brain structure associated with that disorder. It also describes the emerging field of computational

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A New Understanding of Mental Disorders

A new computational and dimensional approach to understanding and classifying mental disorders: modeling key learning and decision-making mechanisms across different mental disorders. Even as researchers look for neurobiological correlates of mental disorders, many of these disorders are still classified solely according to the manifestation of clinical symptoms. Neurobiological findings rarely

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Computational Psychiatry

The first introductory textbook in the emerging, fast-developing field of computational psychiatry. Computational psychiatry applies computational modeling and theoretical approaches to psychiatric questions, focusing on building mathematical models of neural or cognitive phenomena relevant to psychiatric diseases. It is a young and rapidly growing field, drawing on concepts from psychiatry,

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The Routledge Handbook of the Computational Mind

Computational approaches dominate contemporary cognitive science, promising a unified, scientific explanation of how the mind works. However, computational approaches raise major philosophical and scientific questions. In what sense is the mind computational? How do computational approaches explain perception, learning, and decision making? What kinds of challenges should computational approaches overcome

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Computational Models of Brain and Behavior

A comprehensive Introduction to the world of brain and behavior computational models This book provides a broad collection of articles covering different aspects of computational modeling efforts in psychology and neuroscience. Specifically, it discusses models that span different brain regions (hippocampus, amygdala, basal ganglia, visual cortex), different species (humans, rats,

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Computational Psychiatry

This book explores mental disorders from a uniquely evolutionary perspective. Although there have been many attempts to mathematically model neural processes and, to some extent, their dysfunction, there is very little literature that models mental function within a sociocultural, socioeconomic, and environmental context. Addressing this gap in the extant literature,

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Extraordinary Science and Psychiatry

Leading scholars offer perspectives from the philosophy of science on the crisis in psychiatric research that exploded after the publication of DSM-5.

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NeuroAnalysis

NeuroAnalysis investigates using the neural network and neural computation models to bridge the divide between psychology, psychoanalysis, and neuroscience when diagnosing mental health disorders and prescribing treatment. Avi Peled builds on Freud's early attempts to explain the neural basis of mental health by introducing neural computation as a bridging science

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Psychiatry Algorithms for Primary Care

Psychiatry Algorithms for Primary Care is a practical, quick reference guide to psychiatric assessment and mental healthcare in general practice. Providing algorithms informed by evidence-based guidelines, this easy-to-use resource helps busy medical and healthcare professionals quickly assess mental health problems, make informed treatment decisions, and understand when referrals to specialist

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Computational Psychiatry

Download or read online Computational Psychiatry written by Julian Watson, published by Unknown which was released on 2019. Get Computational Psychiatry Books now! Available in PDF, ePub and Kindle.

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The Cambridge Handbook of Computational Psychology

This book is a definitive reference source for the growing, increasingly more important, and interdisciplinary field of computational cognitive modeling, that is, computational psychology. It combines breadth of coverage with definitive statements by leading scientists in this field. Research in computational cognitive modeling explores the essence of cognition and various

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Neurobiology of Mental Illness

Our understanding of the neurobiological basis of psychiatric disease has accelerated in the past five years. The fourth edition of Neurobiology of Mental Illness has been completely revamped given these advances and discoveries on the neurobiologic foundations of psychiatry. Like its predecessors the book begins with an overview of the

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