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exploration

Code and data for: Gershman, S.J. (2018). Deconstructing the human algorithms for exploration. Cognition.

To run some of the functions, you will need the MFIT toolbox (github.com/sjgershm/mfit).

Data: Each csv file contains data for a single experiment.

  • data1.csv is a bandit task with one stochastic arm and one deterministic arm
  • data2.csv is a bandit task with two stochastic arms

Columns in each csv file:

  1. subject #
  2. block #
  3. trial #
  4. mu1 (mean reward for arm 1)
  5. mu2 (mean reward for arm 2)
  6. choice (which arm was selected)
  7. reward (points)
  8. response time (milliseconds)

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Code and data for the paper "Deconstructing the human algorithms for exploration"

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