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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…mehr
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 1 Stephan Lewandowsky and Klaus Oberauer 2 BAYESIAN METHODS IN COGNITIVE MODELING 37 Michael D. Lee 3 MODEL COMPARISON IN PSYCHOLOGY 85 Jay I. Myung and Mark A. Pitt 4 STATISTICAL INFERENCE 119 Richard D. Morey 5 ELEMENTARY SIGNAL DETECTION AND THRESHOLD THEORY 161 David Kellen and Karl Christoph Klauer 6 CULTURAL CONSENSUS THEORY 201 William H. Batchelder, Royce Anders, and Zita Oravecz 7 METHODS IN PSYCHOPHYSICS 265 Felix A. Wichmann and Frank Jäkel 8 THE CATEGORIZATION EXPERIMENT: EXPERIMENTAL DESIGN AND DATA ANALYSIS 307 F. Gregory Ashby and Vivian V. Valentin 9 RESPONSE TIMES AND DECISION-MAKING 349 Christopher Donkin and Scott D. Brown 10 THE STOP-SIGNAL PARADIGM 383 Dora Matzke, Frederick Verbruggen, and Gordon D. Logan 11 UNCOVERING MENTAL ARCHITECTURE AND RELATED MECHANISMS IN ELEMENTARY HUMAN PERCEPTION, COGNITION, AND ACTION 429 James T. Townsend, Michael J. Wenger, and Joseph W. Houpt 12 CONVERGENT METHODS IN MEMORY RESEARCH 459 Ian G. Dobbins and David M. Schnyer 13 MODELS AND METHODS FOR REINFORCEMENT LEARNING 507 Peter Dayan and Hiro Nakahara 14 AN OVERVIEW OF NEURAL TIME SERIES ANALYSES 547 Michael X. Cohen 15 METHODS FOR fMRI ANALYSIS 565 Corey N. White and Russell A. Poldrack 16 NEURAL RECORDINGS AT MULTIPLE SCALES 597 Alexander Maier, Jeffrey D. Schall, and Geoffrey F. Woodman 17 NEURAL NETWORKS AND NEUROCOMPUTATIONAL MODELING 653 Hazem Toutounji, Loreen Hertäg, and Daniel Durstewitz 18 NETWORK MODELS FOR CLINICAL PSYCHOLOGY 693 Riet van Bork, Claudia D. van Borkulo, Lourens J. Waldorp, Angélique O. J. Cramer, and Denny Borsboom 19 OPEN SCIENCE 729 Barbara A. Spellman, Elizabeth A. Gilbert, and Katherine S. Corker Author Index 777 Subject Index 801
PREFACE ix 1 COMPUTATIONAL MODELING IN COGNITION AND COGNITIVE NEUROSCIENCE 1 Stephan Lewandowsky and Klaus Oberauer 2 BAYESIAN METHODS IN COGNITIVE MODELING 37 Michael D. Lee 3 MODEL COMPARISON IN PSYCHOLOGY 85 Jay I. Myung and Mark A. Pitt 4 STATISTICAL INFERENCE 119 Richard D. Morey 5 ELEMENTARY SIGNAL DETECTION AND THRESHOLD THEORY 161 David Kellen and Karl Christoph Klauer 6 CULTURAL CONSENSUS THEORY 201 William H. Batchelder, Royce Anders, and Zita Oravecz 7 METHODS IN PSYCHOPHYSICS 265 Felix A. Wichmann and Frank Jäkel 8 THE CATEGORIZATION EXPERIMENT: EXPERIMENTAL DESIGN AND DATA ANALYSIS 307 F. Gregory Ashby and Vivian V. Valentin 9 RESPONSE TIMES AND DECISION-MAKING 349 Christopher Donkin and Scott D. Brown 10 THE STOP-SIGNAL PARADIGM 383 Dora Matzke, Frederick Verbruggen, and Gordon D. Logan 11 UNCOVERING MENTAL ARCHITECTURE AND RELATED MECHANISMS IN ELEMENTARY HUMAN PERCEPTION, COGNITION, AND ACTION 429 James T. Townsend, Michael J. Wenger, and Joseph W. Houpt 12 CONVERGENT METHODS IN MEMORY RESEARCH 459 Ian G. Dobbins and David M. Schnyer 13 MODELS AND METHODS FOR REINFORCEMENT LEARNING 507 Peter Dayan and Hiro Nakahara 14 AN OVERVIEW OF NEURAL TIME SERIES ANALYSES 547 Michael X. Cohen 15 METHODS FOR fMRI ANALYSIS 565 Corey N. White and Russell A. Poldrack 16 NEURAL RECORDINGS AT MULTIPLE SCALES 597 Alexander Maier, Jeffrey D. Schall, and Geoffrey F. Woodman 17 NEURAL NETWORKS AND NEUROCOMPUTATIONAL MODELING 653 Hazem Toutounji, Loreen Hertäg, and Daniel Durstewitz 18 NETWORK MODELS FOR CLINICAL PSYCHOLOGY 693 Riet van Bork, Claudia D. van Borkulo, Lourens J. Waldorp, Angélique O. J. Cramer, and Denny Borsboom 19 OPEN SCIENCE 729 Barbara A. Spellman, Elizabeth A. Gilbert, and Katherine S. Corker Author Index 777 Subject Index 801
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