0 Preface
1 An Introduction to Cognitive Modeling
Simon Farrell, Stephan Lewandowsky
2 An Introduction to Good Practices in Cognitive Modeling
Andrew Heathcote, Scott D. Brown, Eric-Jan Wagenmakers
3 An Introduction to the Diffusion Model of Decision Making
Philip L. Smith, Roger Ratcliff
4 An Introduction to Human Brain Anatomy
Birte U. Forstmann, Max C. Keuken, Anneke Alkemade
5 An Introduction to fMRI
F. Gregory Ashby
6 An Introduction to Neuroscientific Methods: Single-cell Recordings
Veit Stuphorn, Xiaomo Chen
7 Model-Based Cognitive Neuroscience: A Conceptual Introduction
Birte U. Forstmann, Eric-Jan Wagenmakers
8 Linking Across Levels of Computation in Model-based Cognitive Neuroscience
Michael J. Frank
9 Bayesian Models in Cognitive Neuroscience: A Tutorial
Jill X. O'Reilly, Rogier B. Mars
10 Constraining Cognitive Abstractions Through Bayesian Modeling
Brandon M. Turner
11 Predictive Coding in Sensory Cortex
Peter Kok, Floris P. de Lange
12 Using Human Neuroimaging to Examine Top-down Modulation of Visual Perception Thomas C. Sprague, John T. Serences
13 Distinguishing between Models of Perceptual Decision Making
Jochen Ditterich
14 Optimal Decision Making in the Cortico-Basal-Ganglia Circuit
Rafal Bogacz
15 Inhibitory Control in Mind and Brain: The Mathematics and Neurophysiology of the Underlying Computation
Gordon D. Logan, Jeffrey D. Schall, Thomas J. Palmeri
16 Reciprocal Interactions of Computational Modeling and Empirical Investigation
William H. Alexander, Joshua W. Brown
17 Using the ACT-R Cognitive Architecture in Combination with fMRI Data
Jelmer P. Borst, John R. Anderson
About the Author: Birte Forstmann is a Professor for Cognitive Neurosciences at the University of Amsterdam as well as honorary professor at the University of Leiden. She earned her PhD in 2006 at the Max Planck Institute for Human Cognitive and Brain Sciences in Leipzig, Germany. After completing her postdoc in 2008 at the University of Amsterdam, she became tenured Research Fellow at the Cognitive Science Center Amsterdam with the focus of model-based cognitive neurosciences. Since then she has contributed to a range of topics in cognitive neuroscience, experimental psychology, mathematical psychology, and lately also in quantitative neuroanatomy.
Eric-Jan (EJ) Wagenmakers is a professor at the Psychological Methods Unit of the University of Amsterdam. His current work concerns Bayesian inference, philosophy of science, mathematical models of cognition, and model-based cognitive neuroscience. His studies in cognitive neuroscience are guided by the conviction that mathematical process models can provide useful structure and constraint for the analysis and interpretation of brain data.
