**<p align="center"> Inverse Bayesian Optimization: Learning Human Acquisition Functions in an Exploration vs Exploitation Search Task</p>**

*<p align="center"> A Companion Repository </p>*

All of the data and code to produce the results presented in our paper [Inverse Bayesian Optimization: Learning Human Acquisition Functions in an Exploration vs Exploitation Search Task](https://arxiv.org/abs/2104.09237) paper are included in this repository.  The folder `data` contains the raw data as well as postprocessed `.rds` files which can be used to run the analysis.  The folder `analysis` contains folders for each section of the paper, with code to run the analysis and create the figures.  The analysis folders for Sections 4 and 5, as well as the Supplemental Material, contain `model_output` folders with results from some of the more computationally expensive scripts within each of these sections.  
