NSalem / RLConfBias2023

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This repository contains code used in Salem-Garcia et al (2023).

Contents:

  • All code used to simulate choice and confindence (runs from allSimulations.m)
  • All code used to fit RL models and confidence regressions (runs from allModelling.m)
  • Files containing results of the above (several .mat files in Results folder).
  • Code to reproduce the figures in the paper based on the results files (allFigures.m)

Scripts are tested on Matlab 2023a. Dependencies:

  • VBA-Toolbox, used for model fitting.
  • Matlab Toolboxes: Parallel Computing, Optimization, Statistics and Machine Learning,

References:

Salem-Garcia, N., Palminteri, S., & Lebreton, M. (2023). Linking confidence biases to reinforcement-learning processes. Psychological Review, 130(4), 1017–1043. https://doi.org/10.1037/rev0000424

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