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Computational Modeling of Cognition and Behavior
Buch von Simon Farrell (u. a.)
Sprache: Englisch

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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: 2018
Fachbereich: Allgemeines
Genre: Psychologie
Rubrik: Geisteswissenschaften
Thema: Lexika
Medium: Buch
Seiten: 484
ISBN-13: 9781107109995
ISBN-10: 110710999X
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Farrell, Simon
Lewandowsky, Stephan
Hersteller: Cambridge University Press
Maße: 250 x 175 x 30 mm
Von/Mit: Simon Farrell (u. a.)
Erscheinungsdatum: 07.06.2018
Gewicht: 1,009 kg
preigu-id: 109596577
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: 2018
Fachbereich: Allgemeines
Genre: Psychologie
Rubrik: Geisteswissenschaften
Thema: Lexika
Medium: Buch
Seiten: 484
ISBN-13: 9781107109995
ISBN-10: 110710999X
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Farrell, Simon
Lewandowsky, Stephan
Hersteller: Cambridge University Press
Maße: 250 x 175 x 30 mm
Von/Mit: Simon Farrell (u. a.)
Erscheinungsdatum: 07.06.2018
Gewicht: 1,009 kg
preigu-id: 109596577
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