Novelty is not surprise: Human exploratory and adaptive behavior in sequential decision-making
Fig 8
When data is generated by SurNoR, the true model can be recovered.
We applied our model-selection method to the data of three sets of 12 simulated participants. The left column corresponds to the data shown in Fig 7, and the middle and the right columns correspond to the data shown in S2 and S3 Figs, respectively. We compared the SurNoR model with the strongest competitors of SurNoR: MF+S+N, Hyb+S+U, and Hyb+N (c.f. Fig 5). A. Difference in log-evidence with respect to random choice (RC) and B. the expected posterior model probability [52, 53] for the algorithms for all episodes of both blocks given the data of each of the three sets (different columns) of 12 simulated participants (c.f. Fig 5A and 5B).