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Computational modeling of cognition and behavior / Simon Farrell, University of Western Australia, Perth, Stephan Lewandowsky, University of Bristol

Publisher (Cambridge : Cambridge University Press)
Year 2018
Authors *Farrell, Simon 1976- author
Lewandowsky, Stephan author

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OB00194667 Cambridge Core (電子ブック) 9781316272503

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Material Type E-Book
Media type 機械可読データファイル
Size 1 online resource (xxii, 461 pages) : digital, PDF file(s)
Notes Title from publisher's bibliographic system (viewed on 12 Feb 2018)
Computational modeling is now ubiquitous in psychology, and researchers who are not modelers may find it increasingly difficult to follow the theoretical developments in their field. This book presents an integrated framework for the development and application of models in psychology and related disciplines. Researchers and students are given the knowledge and tools to interpret models published in their area, as well as to develop, fit, and test their own models. Both the development of models and key features of any model are covered, as are the applications of models in a variety of domains across the behavioural sciences. A number of chapters are devoted to fitting models using maximum likelihood and Bayesian estimation, including fitting hierarchical and mixture models. Model comparison is described as a core philosophy of scientific inference, and the use of models to understand theories and advance scientific discourse is explained
HTTP:URL=https://doi.org/10.1017/CBO9781316272503
Subjects LCSH:Cognition -- Mathematical models  All Subject Search
LCSH:Psychology -- Mathematical models  All Subject Search
Classification LCC:BF311
DC23:153.01/5118
ID 8000093815
ISBN 9781316272503

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