Improving the reliability of model-based decision-making estimates in the two-stage decision task with reaction-times and drift-diffusion modeling

A note on the analysis of two-stage task results: How changes in task structure affect what model-free and model-based strategies predict about the effects of reward and transition on the stay probability

(2018) Carolina Feher da Silva et al.   PLoS One

Cohort Profile: The NSPN 2400 Cohort: a developmental sample supporting the Wellcome Trust NeuroScience in Psychiatry Network

(2017) Beatrix Kiddle et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Pavlovian Control of Escape and Avoidance

(2017) Alexander J. Millner et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

Dorsal hippocampus contributes to model-based planning

(2017) Kevin J Miller et al.   NATURE NEUROSCIENCE

A Rescorla-Wagner drift-diffusion model of conditioning and timing

(2017) André Luzardo et al.   PLoS Computational Biology

When Does Model-Based Control Pay Off?

(2016) Wouter Kool et al.   PLoS Computational Biology

Characterizing a psychiatric symptom dimension related to deficits in goal-directed control

(2016) Claire M Gillan et al.   eLife

Model-based learning protects against forming habits

(2015) Claire M. Gillan et al.   COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE

fMRI and EEG Predictors of Dynamic Decision Parameters during Human Reinforcement Learning

(2015) M. J. Frank et al.   JOURNAL OF NEUROSCIENCE

Model-based choices involve prospective neural activity

(2015) Bradley B Doll et al.   NATURE NEUROSCIENCE

Ventral striatal dopamine reflects behavioral and neural signatures of model-based control during sequential decision making

(2015) Lorenz Deserno et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Rethinking fast and slow based on a critique of reaction-time reverse inference

(2015) Ian Krajbich et al.   Nature Communications

Neural Computations Underlying Arbitration between Model-Based and Model-free Learning

(2014) Sang Wan Lee et al.   NEURON

Regulation of dietary choice by the decision-making circuitry

(2013) Antonio Rangel   NATURE NEUROSCIENCE

Goals and Habits in the Brain

(2013) Ray J. Dolan et al.   NEURON

Orbitofrontal and striatal circuits dynamically encode the shift between goal-directed and habitual actions

(2013) Christina M. Gremel et al.   Nature Communications

Actions, Action Sequences and Habits: Evidence That Goal-Directed and Habitual Action Control Are Hierarchically Organized

(2013) Amir Dezfouli et al.   PLoS Computational Biology

Fast and accurate calculations for cumulative first-passage time distributions in Wiener diffusion models

(2012) Steven P. Blurton et al.   JOURNAL OF MATHEMATICAL PSYCHOLOGY

Mapping value based planning and extensively trained choice in the human brain

(2012) Klaus Wunderlich et al.   NATURE NEUROSCIENCE

Dopamine Enhances Model-Based over Model-Free Choice Behavior

(2012) Klaus Wunderlich et al.   NEURON

Parameter variability and distributional assumptions in the diffusion model.

(2012) Roger Ratcliff   PSYCHOLOGICAL REVIEW

Separate encoding of model-based and model-free valuations in the human brain

(2011) Ulrik R. Beierholm et al.   NEUROIMAGE

Rethinking Motor Learning and Savings in Adaptation Paradigms: Model-Free Memory for Successful Actions Combines with Internal Models

(2011) Vincent S. Huang et al.   NEURON

Model-Based Influences on Humans' Choices and Striatal Prediction Errors

(2011) Nathaniel D. Daw et al.   NEURON

Computational psychiatry

(2011) P. Read Montague et al.   TRENDS IN COGNITIVE SCIENCES

Assessment of the Maximal Split-Half Coefficient to Estimate Reliability

(2010) Barry L. Thompson et al.   EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT

Goal-directed and habitual control in the basal ganglia: implications for Parkinson's disease

(2010) Peter Redgrave et al.   NATURE REVIEWS NEUROSCIENCE

Fast and accurate calculations for first-passage times in Wiener diffusion models

(2009) Daniel J. Navarro et al.   JOURNAL OF MATHEMATICAL PSYCHOLOGY

The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks

(2007) Roger Ratcliff et al.   NEURAL COMPUTATION