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RESULTS.md

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These are the results got by optimizing the particular set of benchmark functions provided in Table 2 of (http://www.automl.org/papers/13-BayesOpt_EmpiricalFoundation.pdf) with our defualt values. All optimizers are run 10 times with n_calls=200.

gp_minimize

Blackbox Function Minimum Best minimum
Branin 0.426 +/- 0.026 0.401
Hart6 -2.974 +/- 0.149 -3.315

forest_minimize

Blackbox Function Minimum Best minimum
Branin 0.420 +/- 0.028 0.398
Hart6 -3.111 +/- 0.050 -3.192

gbrt_minimize

Blackbox Function Minimum Best minimum
Branin 0.475 +/- 0.112 0.399
Hart6 -3.128 +/- 0.035 -3.179