Fischdose
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Determining which choice strategy (epsilon-greedy, softmax, UCB, etc.) fits participant behavior in a multi armed bandit study
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Figured it out. It works exactly they way I originally intended to do it in my question. See this tutorial for detailed information on how to actually implement the procedure with real data.

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