Computational psychiatry : new perspectives on mental illness / edited by A. David Redish and Joshua A. Gordon.

Format:

Book

Contributor:

Redish, A. David, editor.

Gordon, Joshua A., editor.

Series:

Strüngmann Forum reports.

Strüngmann Forum reports

Language:

English

Subjects (All):

Psychiatry--Data processing.

Psychiatry.

Computational neuroscience.

Physical Description:

1 online resource (425 pages).

Place of Publication:

Cambridge, MA : The MIT Press, [2016]

Summary:

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"--Publisher's website.

Contents:

On the cusp : current challenges and promises in psychiatry / Joshua A. Gordon and A. David Redish

Breakdowns and failure modes : an engineer's view / A. David Redish and Joshua A. Gordon

Complexity and heterogeneity in psychiatric disorders : opportunities for computational psychiatry / Nelson Totah, Huda Akil, Quentin J. M. Huys, John H. Krystal, Angus W. MacDonald III, Tiago V. Maia, Robert C. Malenka, and Wolfgang M. Pauli

What does computational psychiatry need to explain to capture mechanisms of psychopathology? : facts, almost facts, and hints / Deanna M. Barch

Computational approaches for studying mechanisms of psychiatric disorders / Zeb Kurth-Nelson, John P. O'Doherty, Deanna M. Barch, Sophie Denève, Daniel Durstewitz, Michael J. Frank, Joshua A. Gordon, Sanjay J. Mathew, Yael Niv, Kerry Ressler, and Heike Tost

Computational cognitive neuroscience approaches to deconstructing mental function and dysfunction / Michael J. Frank

How could we get nosology from computation? / Christoph Mathys

Current state of psychiatric nosology / Michael B. First

The computation of collapse : can reliability engineering shed light on mental illness? / Angus W. MacDonald III, Jennifer L. Zick, Theoden I. Netoff, and Matthew V. Chafee

A novel framework for improving psychiatric diagnostic nosology / Shelly B. Flagel, Daniel S. Pine, Susanne E. Ahmari, Michael B. First, Karl J. Friston, Christoph Mathys, A. David Redish, Katharina Schmack, Jordan W. Smoller, and Anita Thapar

Computational nosology and precision psychiatry : a proof of concept / Karl J. Friston

Candidate examples for a computational approach to address practical problems in psychiatry / Rosalyn Moran, Klaas Enno Stephan, Matthew Botvinick, Michael Breakspear, Cameron S. Carter, Peter W. Kalivas, P. Read Montague, Martin P. Paulus, and Frederike Petzschner

There are no killer APPs but connecting neural activity to behavior through computation is still a good idea / P. Read Montague

Call for pragmatic computational psychiatry: integrating computational approaches, risk-prediction models, and disposing of causality / Martin P. Paulus, Crane Huang, and Katia M. Harlé

A valuation framework for emotions applied to depression and recurrence / Quentin J. M. Huys

Clinical heterogeneity arising from categorical and dimensional features of the neurobiology of psychiatric diagnoses : insights from neuroimaging and computational neuroscience / John H. Krystal, Alan Anticevic, John D. Murray, David Glahn, Naomi Driesen, Genevieve Yang, and Xaio-Jing Wang.

Notes:

Previously issued in print: 2016.

Includes bibliographical references and index.

OCLC-licensed vendor bibliographic record.

ISBN:

0-262-33786-X

0-262-33785-1

OCLC:

966446217