Stevens' Handbook of Experimental Psychology and Cognitive Neuroscience. Methodology. 4th Edition

  • ID: 4226235
  • Book
  • 848 Pages
  • John Wiley and Sons Ltd
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 V. Methodology: E. J. Wagenmakers (Volume Editor)

Topics covered include methods and models in categorization; cultural consensus theory; network models for clinical psychology; response time modeling; analyzing neural time series data; models and methods for reinforcement learning; convergent methods of memory research; theories for discriminating signal from noise; bayesian cognitive modeling; mathematical modeling in cognition and cognitive neuroscience; the stop–signal paradigm; hypothesis testing and statistical inference; model comparison in psychology; fmri; neural recordings; open science; neural networks and neurocomputational modeling; serial versus parallel processing; methods in psychophysics.

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PREFACE ix

1 COMPUTATIONAL MODELING IN COGNITION AND COGNITIVE NEUROSCIENCE 1Stephan Lewandowsky and Klaus Oberauer

2 BAYESIAN METHODS IN COGNITIVE MODELING 37Michael D. Lee

3 MODEL COMPARISON IN PSYCHOLOGY 85Jay I. Myung and Mark A. Pitt

4 STATISTICAL INFERENCE 119Richard D. Morey

5 ELEMENTARY SIGNAL DETECTION AND THRESHOLD THEORY 161David Kellen and Karl Christoph Klauer

6 CULTURAL CONSENSUS THEORY 201William H. Batchelder, Royce Anders, and Zita Oravecz

7 METHODS IN PSYCHOPHYSICS 265Felix A. Wichmann and Frank Jäkel

8 THE CATEGORIZATION EXPERIMENT: EXPERIMENTAL DESIGN AND DATA ANALYSIS 307F. Gregory Ashby and Vivian V. Valentin

9 RESPONSE TIMES AND DECISION–MAKING 349Christopher Donkin and Scott D. Brown

10 THE STOP–SIGNAL PARADIGM 383Dora Matzke, Frederick Verbruggen, and Gordon D. Logan

11 UNCOVERING MENTAL ARCHITECTURE AND RELATED MECHANISMS IN ELEMENTARY HUMAN PERCEPTION, COGNITION, AND ACTION 429James T. Townsend, Michael J. Wenger, and Joseph W. Houpt

12 CONVERGENT METHODS IN MEMORY RESEARCH 459Ian G. Dobbins and David M. Schnyer

13 MODELS AND METHODS FOR REINFORCEMENT LEARNING 507Peter Dayan and Hiro Nakahara

14 AN OVERVIEW OF NEURAL TIME SERIES ANALYSES 547Michael X. Cohen

15 METHODS FOR fMRI ANALYSIS 565Corey N. White and Russell A. Poldrack

16 NEURAL RECORDINGS AT MULTIPLE SCALES 597Alexander Maier, Jeffrey D. Schall, and Geoffrey F. Woodman

17 NEURAL NETWORKS AND NEUROCOMPUTATIONAL MODELING 653Hazem Toutounji, Loreen Hertäg, and Daniel Durstewitz

18 NETWORK MODELS FOR CLINICAL PSYCHOLOGY 693Riet van Bork, Claudia D. van Borkulo, Lourens J. Waldorp, Angélique O. J. Cramer, and Denny Borsboom

19 OPEN SCIENCE 729Barbara A. Spellman, Elizabeth A. Gilbert, and Katherine S. Corker

Author Index 777

Subject Index 801

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Eric–Jan Wagenmakers
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