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Cover: 9781107525610 | Computational Modeling of Cognition and Behavior | Farrell (u. a.)
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Computational Modeling of Cognition and Behavior
Taschenbuch von Simon Farrell (u. a.)
Sprache: Englisch

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Beschreibung
This book presents an integrated framework for developing and testing computational models in psychology and related disciplines.
This book presents an integrated framework for developing and testing computational models in psychology and related disciplines.
Über den Autor
Simon Farrell is professor and an Australian Research Council Future Fellow in the School of Psychology at the University of Western Australia. He uses computational modeling and experiments to understand memory, judgement, choice, and the role of memory in decision-making. He is the co-author of Computational Modeling in Cognition: Principles and Practice (2011) and has published numerous papers on the application of models to psychological data. Simon was Associate Editor of the Journal of Memory and Language (2009¿11) and the Quarterly Journal of Experimental Psychology (2011¿16). In 2009 Farrell was awarded the Bertelson Award by the European Society for Cognitive Psychology for his outstanding early career contribution to European Cognitive Psychology.
Inhaltsverzeichnis
Preface; Part I. Introduction to Modeling: 1. Introduction; 2. From words to models: building a toolkit; Part II. Parameter Estimation: 3. Basic parameter estimation techniques; 4. Maximum likelihood parameter estimation; 5. Combining information from multiple participants; 6. Bayesian parameter estimation: basic concepts; 7. Bayesian parameter estimation: Monte Carlo methods; 8. Bayesian parameter estimation: the JAGS language; 9. Multilevel or hierarchical modeling; Part III. Model Comparison: 10. Model comparison; 11. Bayesian model comparison using Bayes factors; Part IV. Models in Psychology: 12. Using models in psychology; 13. Neural network models; 14. Models of choice response time; 15. Models in neuroscience; Appendix A: Greek symbols; Appendix B: mathematical terminology; References; Index.
Details
Erscheinungsjahr: 2019
Fachbereich: Grundlagen (Methodik & Statistik)
Genre: Psychologie
Rubrik: Geisteswissenschaften
Medium: Taschenbuch
Seiten: 484
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781107525610
ISBN-10: 1107525616
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Farrell, Simon
Lewandowsky, Stephan
Hersteller: Cambridge University Press
Maße: 244 x 170 x 27 mm
Von/Mit: Simon Farrell (u. a.)
Erscheinungsdatum: 06.03.2019
Gewicht: 0,828 kg
preigu-id: 109596550
Über den Autor
Simon Farrell is professor and an Australian Research Council Future Fellow in the School of Psychology at the University of Western Australia. He uses computational modeling and experiments to understand memory, judgement, choice, and the role of memory in decision-making. He is the co-author of Computational Modeling in Cognition: Principles and Practice (2011) and has published numerous papers on the application of models to psychological data. Simon was Associate Editor of the Journal of Memory and Language (2009¿11) and the Quarterly Journal of Experimental Psychology (2011¿16). In 2009 Farrell was awarded the Bertelson Award by the European Society for Cognitive Psychology for his outstanding early career contribution to European Cognitive Psychology.
Inhaltsverzeichnis
Preface; Part I. Introduction to Modeling: 1. Introduction; 2. From words to models: building a toolkit; Part II. Parameter Estimation: 3. Basic parameter estimation techniques; 4. Maximum likelihood parameter estimation; 5. Combining information from multiple participants; 6. Bayesian parameter estimation: basic concepts; 7. Bayesian parameter estimation: Monte Carlo methods; 8. Bayesian parameter estimation: the JAGS language; 9. Multilevel or hierarchical modeling; Part III. Model Comparison: 10. Model comparison; 11. Bayesian model comparison using Bayes factors; Part IV. Models in Psychology: 12. Using models in psychology; 13. Neural network models; 14. Models of choice response time; 15. Models in neuroscience; Appendix A: Greek symbols; Appendix B: mathematical terminology; References; Index.
Details
Erscheinungsjahr: 2019
Fachbereich: Grundlagen (Methodik & Statistik)
Genre: Psychologie
Rubrik: Geisteswissenschaften
Medium: Taschenbuch
Seiten: 484
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781107525610
ISBN-10: 1107525616
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Farrell, Simon
Lewandowsky, Stephan
Hersteller: Cambridge University Press
Maße: 244 x 170 x 27 mm
Von/Mit: Simon Farrell (u. a.)
Erscheinungsdatum: 06.03.2019
Gewicht: 0,828 kg
preigu-id: 109596550
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