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Simulation and analysis codes for Woo et al., 2025 Entropy: Information-theoretic framework for the study of learning and decision-making under uncertainty

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jaehyungwoo/info_theoretic_framework_for_DM

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Overview

This repository contians custom simulation and analysis codes for Woo et al., 2025 Entropy

Requires installation of MATLAB 2021b or higher. Some functionality might not work for earlier version. The following codes have been tested in MATLAB version 2021b and 2022b. See here for more instuctions on the installation.

Directories

  • info_metrics_func: contains functions for computing information-theoretic measures based on conditional entropy and (normalized) mutual information
  • RL_models_func: contains reinforcement learning model scripts
  • sim_func: contains codes needed for model simulations
  • decoding_func: contains functions related to binary decoding of positivity bias
  • helpers: contains miscellaneous helper functions

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Simulation and analysis codes for Woo et al., 2025 Entropy: Information-theoretic framework for the study of learning and decision-making under uncertainty

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