Computational Neurology And Psychiatry

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Computational Neurology and Psychiatry

Author : Péter Érdi
Publisher : Springer
ISBN 13 : 3319499599
Total Pages : 448 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Computational Neurology and Psychiatry by : Péter Érdi

Download or read book Computational Neurology and Psychiatry written by Péter Érdi and published by Springer. This book was released on 2017-01-25 with total page 448 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 psychiatry, including the study of pathological behavior due to impaired functional connectivity, pathophysiological activity, and/or aberrant decision-making. Further, it discusses the data analysis techniques that will be required to analyze the increasing amount of data being generated about the brain. Lastly, the book offers some tips on the application of computational models in the field of quantitative systems pharmacology. Mainly written for computational scientists eager to discover new application fields for their model, this book also benefits neurologists and psychiatrists wanting to learn about new methods.

Computational Psychiatry

Author : Alan Anticevic
Publisher : Academic Press
ISBN 13 : 0128098260
Total Pages : 332 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Computational Psychiatry by : Alan Anticevic

Download or read book Computational Psychiatry written by Alan Anticevic and published by Academic Press. This book was released on 2017-09-19 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 psychiatry that is followed by a detailed treatment of computational methods used in the service of understanding neuropsychiatric symptoms, improving diagnosis and guiding treatments. This book provides a vital resource for the clinical neuroscience community with an in-depth treatment of various computational neuroscience approaches geared towards understanding psychiatric phenomena. Its most valuable feature is a comprehensive survey of work from leaders in this field. Offers an in-depth overview of the rapidly evolving field of computational psychiatry Written for academics, researchers, advanced students and clinicians in the fields of computational neuroscience, clinical neuroscience, psychiatry, clinical psychology, neurology and cognitive neuroscience Provides a comprehensive survey of work from leaders in this field and a presentation of a range of computational psychiatry methods and approaches geared towards a broad array of psychiatric problems

Computational Psychiatry

Author : Peggy Series
Publisher : MIT Press
ISBN 13 : 0262360713
Total Pages : 344 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Computational Psychiatry by : Peggy Series

Download or read book Computational Psychiatry written by Peggy Series and published by MIT Press. This book was released on 2020-11-24 with total page 344 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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, psychology, computer science, neuroscience, electrical and chemical engineering, mathematics, and physics. This book, accessible to nonspecialists, offers the first introductory textbook in computational psychiatry.

Computational Psychiatry

Author : A. David Redish
Publisher : MIT Press
ISBN 13 : 0262035421
Total Pages : 425 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Computational Psychiatry by : A. David Redish

Download or read book Computational Psychiatry written by A. David Redish and published by MIT Press. This book was released on 2016-12-09 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: Psychiatrists and neuroscientists discuss the potential of computational approaches to address problems in psychiatry including diagnosis, treatment, and integration with neurobiology. Modern psychiatry is at a crossroads, as it attempts to balance neurological analysis with psychological assessment. Computational neuroscience offers a new lens through which to view such thorny issues as diagnosis, treatment, and integration with neurobiology. In this volume, psychiatrists and theoretical and computational neuroscientists consider the potential of computational approaches to psychiatric issues. This unique collaboration yields surprising results, innovative synergies, and novel open questions. The contributors consider mechanisms of psychiatric disorders, the use of computation and imaging to model psychiatric disorders, ways that computation can inform psychiatric nosology, and specific applications of the computational approach. Contributors Susanne E. Ahmari, Huda Akil, Deanna M. Barch, Matthew Botvinick, Michael Breakspear, Cameron S. Carter, Matthew V. Chafee, Sophie Denève, Daniel Durstewitz, Michael B. First, Shelly B. Flagel, Michael J. Frank, Karl J. Friston, Joshua A. Gordon, Katia M. Harlé, Crane Huang, Quentin J. M. Huys, Peter W. Kalivas, John H. Krystal, Zeb Kurth-Nelson, Angus W. MacDonald III, Tiago V. Maia, Robert C. Malenka, Sanjay J. Mathew, Christoph Mathys, P. Read Montague, Rosalyn Moran, Theoden I. Netoff, Yael Niv, John P. O'Doherty, Wolfgang M. Pauli, Martin P. Paulus, Frederike Petzschner, Daniel S. Pine, A. David Redish, Kerry Ressler, Katharina Schmack, Jordan W. Smoller, Klaas Enno Stephan, Anita Thapar, Heike Tost, Nelson Totah, Jennifer L. Zick

Computational Models of Brain and Behavior

Author : Ahmed A. Moustafa
Publisher : John Wiley & Sons
ISBN 13 : 1119159067
Total Pages : 586 pages
Book Rating : 4.1/5 (191 download)

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Book Synopsis Computational Models of Brain and Behavior by : Ahmed A. Moustafa

Download or read book Computational Models of Brain and Behavior written by Ahmed A. Moustafa and published by John Wiley & Sons. This book was released on 2017-11-13 with total page 586 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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, fruit flies), and different modeling methods (neural network, Bayesian, reinforcement learning, data fitting, and Hodgkin-Huxley models, among others). Computational Models of Brain and Behavior is divided into four sections: (a) Models of brain disorders; (b) Neural models of behavioral processes; (c) Models of neural processes, brain regions and neurotransmitters, and (d) Neural modeling approaches. It provides in-depth coverage of models of psychiatric disorders, including depression, posttraumatic stress disorder (PTSD), schizophrenia, and dyslexia; models of neurological disorders, including Alzheimer’s disease, Parkinson’s disease, and epilepsy; early sensory and perceptual processes; models of olfaction; higher/systems level models and low-level models; Pavlovian and instrumental conditioning; linking information theory to neurobiology; and more. Covers computational approximations to intellectual disability in down syndrome Discusses computational models of pharmacological and immunological treatment in Alzheimer's disease Examines neural circuit models of serotonergic system (from microcircuits to cognition) Educates on information theory, memory, prediction, and timing in associative learning Computational Models of Brain and Behavior is written for advanced undergraduate, Master's and PhD-level students—as well as researchers involved in computational neuroscience modeling research.

An Introduction to Model-Based Cognitive Neuroscience

Author : Birte U. Forstmann
Publisher : Springer Nature
ISBN 13 : 3031452712
Total Pages : 384 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis An Introduction to Model-Based Cognitive Neuroscience by : Birte U. Forstmann

Download or read book An Introduction to Model-Based Cognitive Neuroscience written by Birte U. Forstmann and published by Springer Nature. This book was released on with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Validating Neuro-Computational Models of Neurological and Psychiatric Disorders

Author : Basabdatta Sen Bhattacharya
Publisher : Springer
ISBN 13 : 3319200372
Total Pages : 315 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Validating Neuro-Computational Models of Neurological and Psychiatric Disorders by : Basabdatta Sen Bhattacharya

Download or read book Validating Neuro-Computational Models of Neurological and Psychiatric Disorders written by Basabdatta Sen Bhattacharya and published by Springer. This book was released on 2015-10-30 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of articles by leading researchers working at the cutting edge of neuro-computational modelling of neurological and psychiatric disorders. Each article contains model validation techniques used in the context of the specific problem being studied. Validation is essential for neuro-inspired computational models to become useful tools in the understanding and treatment of disease conditions. Currently, the immense diversity in neuro-computational modelling approaches for investigating brain diseases has created the need for a structured and coordinated approach to benchmark and standardise validation methods and techniques in this field of research. This book serves as a step towards a systematic approach to validation of neuro-computational models used for studying brain diseases and should be useful for all neuro-computational modellers.

Cerebral Cortex

Author : Edmund T. Rolls
Publisher : Oxford University Press
ISBN 13 : 0198784856
Total Pages : 979 pages
Book Rating : 4.1/5 (987 download)

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Book Synopsis Cerebral Cortex by : Edmund T. Rolls

Download or read book Cerebral Cortex written by Edmund T. Rolls and published by Oxford University Press. This book was released on 2016 with total page 979 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides insights into the principles of operation of the cerebral cortex. These principles are key to understanding how we, as humans, function. The book includes Appendices on the operation of many of the neuronal networks described in the book, together with simulation software written in Matlab.

Psychiatry as Cognitive Neuroscience

Author : Matthew Broome
Publisher : Oxford University Press, USA
ISBN 13 :
Total Pages : 404 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Psychiatry as Cognitive Neuroscience by : Matthew Broome

Download or read book Psychiatry as Cognitive Neuroscience written by Matthew Broome and published by Oxford University Press, USA. This book was released on 2009-05-14 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'Psychiatry as Cognitive Neuroscience' is a philosophical analysis of the study of psychpathology, considering how cognitive neuroscience has been applied in psychiatry. The text examines many neuroscientific methods, such as neuroimaging, and a variety of psychiatric disorders, including depression, and schizophrenia.

Big Data in Psychiatry and Neurology

Author : Ahmed Moustafa
Publisher : Academic Press
ISBN 13 : 0128230029
Total Pages : 386 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Big Data in Psychiatry and Neurology by : Ahmed Moustafa

Download or read book Big Data in Psychiatry and Neurology written by Ahmed Moustafa and published by Academic Press. This book was released on 2021-06-11 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big Data in Psychiatry and Neurology provides an up-to-date overview of achievements in the field of big data in Psychiatry and Medicine, including applications of big data methods to aging disorders (e.g., Alzheimer’s disease and Parkinson’s disease), mood disorders (e.g., major depressive disorder), and drug addiction. This book will help researchers, students and clinicians implement new methods for collecting big datasets from various patient populations. Further, it will demonstrate how to use several algorithms and machine learning methods to analyze big datasets, thus providing individualized treatment for psychiatric and neurological patients. As big data analytics is gaining traction in psychiatric research, it is an essential component in providing predictive models for both clinical practice and public health systems. As compared with traditional statistical methods that provide primarily average group-level results, big data analytics allows predictions and stratification of clinical outcomes at an individual subject level. Discusses longitudinal big data and risk factors surrounding the development of psychiatric disorders Analyzes methods in using big data to treat psychiatric and neurological disorders Describes the role machine learning can play in the analysis of big data Demonstrates the various methods of gathering big data in medicine Reviews how to apply big data to genetics

Computational Neuroscience

Author : Drozdstoy Stoyanov
Publisher : Springer Nature
ISBN 13 : 1071632302
Total Pages : 275 pages
Book Rating : 4.0/5 (716 download)

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Book Synopsis Computational Neuroscience by : Drozdstoy Stoyanov

Download or read book Computational Neuroscience written by Drozdstoy Stoyanov and published by Springer Nature. This book was released on 2023-05-10 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume looks at the latest advancements in imaging neuroscience methods using magnetic resonance imaging (MRI) and electroencephalography (EEG) to study the healthy and diseased brain. The chapters in this book are organized into five parts. Parts One and Two cover an introduction to this field and the latest use of molecular models. Part Three explores neurophysiological methods for assessment, such as quantitative EEG and event-related potentials. Part Four discusses the advances and innovations made in computational anatomy, and Part Five addresses the challenges faced by researchers prior to the computational neuroscience to find wider translational applications in the field of psychiatry and mental health. In the Neuromethods series style, chapters include the kind of detail and key advice from the specialists needed to get successful results in your laboratory. Cutting-edge and comprehensive, Computational Neuroscience is a valuable tool for researchers in the psychiatry and mental health fields who want to learn more about ways to incorporate computational approaches into utility and validity of clinical methods.

Brain Computations

Author : Edmund T. Rolls
Publisher : Oxford University Press, USA
ISBN 13 : 0198871104
Total Pages : 954 pages
Book Rating : 4.1/5 (988 download)

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Book Synopsis Brain Computations by : Edmund T. Rolls

Download or read book Brain Computations written by Edmund T. Rolls and published by Oxford University Press, USA. This book was released on 2021-01-07 with total page 954 pages. Available in PDF, EPUB and Kindle. Book excerpt: In order to understand how the brain works, it is essential to know WHAT is computed by different brain systems, and HOW those computations are performed. This is the aim of Brain Computations: What and How. Pioneering in its approach, this book will be of interest to all scientists interested in brain function and how the brain works

Cognitive and Computational Neuroscience

Author : Seyyed Abed Hosseini
Publisher : BoD – Books on Demand
ISBN 13 : 1789231884
Total Pages : 106 pages
Book Rating : 4.7/5 (892 download)

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Book Synopsis Cognitive and Computational Neuroscience by : Seyyed Abed Hosseini

Download or read book Cognitive and Computational Neuroscience written by Seyyed Abed Hosseini and published by BoD – Books on Demand. This book was released on 2018-05-30 with total page 106 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book "Cognitive and Computational Neuroscience - Principles, Algorithms and Applications" will answer the following question and statements: System-level neural modeling: what and why? We know a lot about the brain! Need to integrate data: molecular/cellular/system levels. Complexity: need to abstract away higher-order principles. Models are tools to develop explicit theories, constrained by multiple levels (neural and behavioral). Key: models (should) make novel testable predictions on both neural and behavioral levels. Models are useful tools for guiding experiments. The hope is that the information provided in this book will trigger new researches that will help to connect basic neuroscience to clinical medicine.

Psychotherapy in an Age of Neuroscience

Author : Joel Paris
Publisher : Oxford University Press
ISBN 13 : 0190601019
Total Pages : 217 pages
Book Rating : 4.1/5 (96 download)

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Book Synopsis Psychotherapy in an Age of Neuroscience by : Joel Paris

Download or read book Psychotherapy in an Age of Neuroscience written by Joel Paris and published by Oxford University Press. This book was released on 2017 with total page 217 pages. Available in PDF, EPUB and Kindle. Book excerpt: Psychiatry, once proud of its biopsychosocial model, has now adopted a neuroscience-based approach that strongly favors psychopharmacological treatments and downplays the role of psychotherapies (or social interventions). This kind of practice can be sufficient for the psychoses, but it is neither evidence-based nor beneficial for patients with common mental disorders such as depression, anxiety, substance use, and personality disorders. Current practice derives from a theoretical model in which psychiatry is viewed primarily as an application of neuroscience, with little reference to the vast literature on psychology, social sciences, and psychotherapy. This work reviews research bearing on these issues, and it shows why existing data support a different set of conclusions from those held by many experts and most practitioners

Neuroprogression in Psychiatry

Author : Flávio Kapczinski
Publisher : Oxford University Press
ISBN 13 : 0191090883
Total Pages : 272 pages
Book Rating : 4.1/5 (91 download)

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Book Synopsis Neuroprogression in Psychiatry by : Flávio Kapczinski

Download or read book Neuroprogression in Psychiatry written by Flávio Kapczinski and published by Oxford University Press. This book was released on 2019-03-05 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent studies regarding the neuropathology of specific neurological disorders suggest that both neurodevelopmental and neurodegenerative processes may play a role. However, in contrast to the neurodegeneration seen in neurological disorders such as Parkinson's and Alzheimer's disease, the term "neuroprogression" has been used to describe the neurodevelopmental aspect of pathological brain re-wiring that takes place in the context of severe psychiatric disorders, such as schizophrenia or bipolar disorder. Within psychiatry, patients with severe psychopathology, such as those depressed patients who eventually commit suicide, have been shown to present with increased inflammatory markers in the brain. A similar increase in inflammatory markers is also found in patients with bipolar disorders and schizophrenia. Thus, oxidative stress, inflammation, and changes in growth factors are thought to be the pathways of neuroprogression. Neuroprogression in Psychiatry provides a comprehensive summary of the current developments in the emerging field of neuroprogression. With contributions by leading researchers in the field, this book examines the role of neuroprogression across a wide range of specific psychiatric disorders, with chapters included on major depressive disorder, anxiety disorder, post-traumatic stress disorder, substance abuse, schizophrenia, and bipolar disorder.

Sex Differences in Neurology and Psychiatry

Author :
Publisher : Elsevier
ISBN 13 : 0444641246
Total Pages : 478 pages
Book Rating : 4.4/5 (446 download)

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Book Synopsis Sex Differences in Neurology and Psychiatry by :

Download or read book Sex Differences in Neurology and Psychiatry written by and published by Elsevier. This book was released on 2020-09-30 with total page 478 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sex Differences in Neurology and Psychiatry, Volume 175, addresses this important issue by viewing major neurological and psychiatric conditions through the lens of sexual dimorphism, providing an entirely novel approach to understanding vulnerability factors, as well as potential new treatment strategies in several common neuropsychiatric disorders. The handbook comprises four major sections: (1) Introduction to sex differences in neuroanatomy and neurophysiology, (2) Description of the impact of genetic, epigenetic, sex hormonal and other environmental effects on cerebral sex dimorphism, (3) Review of sex differences in neurologic disorders, and (4) Review of sex differences in psychiatric disorders. Explores sex differences in human neuroanatomy and neurophysiology Offers a pathway toward a gender-specific treatment of neurologic and psychiatric disorders Provides an overview of the genetics of sex hormones, human brain structure, and function, as well as the epigenetics, environment and social context

Frontiers in Psychiatry

Author : Yong-Ku Kim
Publisher : Springer Nature
ISBN 13 : 9813297212
Total Pages : 641 pages
Book Rating : 4.8/5 (132 download)

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Book Synopsis Frontiers in Psychiatry by : Yong-Ku Kim

Download or read book Frontiers in Psychiatry written by Yong-Ku Kim and published by Springer Nature. This book was released on 2019-11-09 with total page 641 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reviews key recent advances and new frontiers within psychiatric research and clinical practice. These advances either represent or are enabling paradigm shifts in the discipline and are influencing how we observe, derive and test hypotheses, and intervene. Progress in information technology is allowing the collection of scattered, fragmented data and the discovery of hidden meanings from stored data, and the impacts on psychiatry are fully explored. Detailed attention is also paid to the applications of artificial intelligence, machine learning, and data science technology in psychiatry and to their role in the development of new hypotheses, which in turn promise to lead to new discoveries and treatments. Emerging research methods for precision medicine are discussed, as are a variety of novel theoretical frameworks for research, such as theoretical psychiatry, the developmental approach to the definition of psychopathology, and the theory of constructed emotion. The concluding section considers novel interventions and treatment avenues, including psychobiotics, the use of neuromodulation to augment cognitive control of emotion, and the role of the telomere-telomerase system in psychopharmacological interventions.