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Structure:

  • /EM: Package for expectation maximization
  • /code: learning models
  • /data: animal data
  • /notebooks_metalearning: analysis for metalearning paper
  • /results: model results

Requirements:

Julia 1.10 or higher. Tested on MacOS Tahoe. Expected to work on any Linux distribution, macOS, or Windows with Julia 1.10+.

Getting Started:

Clone the repo:

  • git clone https://github.com/LorenFrankLab/SpatialBanditTask

The analyses here depend on a custom package for expectation maximizaton.

  • julia -e 'using Pkg; Pkg.add(path="$(pwd())/EM")'

For "Meta-learning is expressed through altered prefrontal cortical dynamics", see notebooks_metalearning/beta_model.ipynb