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.
Table of Contents
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
