We tested Auto-Surprise against 3 datasets
Jester Dataset 2 (100k Random sample)
Book Crossing (100k random sample)
We then ran all surprise algorithms in their default configuration. We then ran Auto-Surprise with a time limit set to 2 hours and the target metric as RMSE. We also compared our results to gridsearch on a smaller search space.