Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: classic
Dimension 21
Function evaluation limit: 80
| Name | Rating | Games | Active |
|---|
| bobyqa_default | 1897.0 | 18 | yes |
| bobyqa_noise | 1881.0 | 16 | yes |
| optuna_tpe | 1787.0 | 28 | yes |
| nlopt_directr | 1786.0 | 18 | yes |
| nevergrad_ngopt4 | 1782.0 | 20 | yes |
| nevergrad_ngopt | 1776.0 | 17 | yes |
| dlib | 1763.0 | 25 | yes |
| nlopt_directl | 1731.0 | 21 | yes |
| nlopt_direct | 1724.0 | 23 | yes |
| hyperopt_tpe | 1698.0 | 21 | yes |
| nevergrad_ngopt8 | 1681.0 | 24 | yes |
| nlopt_isres | 1674.0 | 20 | yes |
| hyperopt_rand | 1665.0 | 16 | yes |
| hyperopt_atpe | 1663.0 | 23 | yes |
| nlopt_crs2lm | 1635.0 | 19 | yes |
| nevergrad_oneplus | 1632.0 | 21 | yes |
| nlopt_directo | 1631.0 | 17 | yes |
| nlopt_esch | 1630.0 | 20 | yes |
| optuna_random | 1600 | 25 | yes |
| optuna_random_clone_1 | 1600 | 21 | yes |
| optuna_random_clone_2 | 1600 | 19 | yes |
| optuna_random_clone | 1600 | 16 | yes |
| shgo_slsqp_sobol | 1600 | 0 | yes |
| shgo_powell_sobol | 1600 | 0 | yes |
| shgo_nelder_sobol | 1600 | 0 | yes |
| scipy_powell | 1600 | 0 | yes |
| pysot_ei | 1600 | 0 | yes |
| pysot_lcb | 1600 | 0 | yes |
| pysot_random | 1600 | 0 | yes |
| pysot_srbf | 1600 | 0 | yes |
| pysot_dycors | 1600 | 0 | yes |
| ax_default | 1600 | 0 | yes |
| optuna_cmaes | 1600 | 0 | yes |
| platypus_genetic | 1600 | 0 | yes |
| platypus_evolutionary | 1600 | 0 | yes |
| platypus_nsgaii | 1600 | 0 | yes |
| platypus_cmaes | 1600 | 0 | yes |
| platypus_gde3 | 1600 | 0 | yes |
| platypus_ibea | 1600 | 0 | yes |
| platypus_omopso | 1600 | 0 | yes |
| platypus_smpso | 1600 | 0 | yes |
| platypus_spea2 | 1600 | 0 | yes |
| platypus_epsmoea | 1600 | 0 | yes |
| pymoo_nelder | 1600 | 0 | yes |
| pymoo_unsga3 | 1600 | 0 | yes |
| pymoo_pattern | 1600 | 0 | yes |
| pymoo_nsga2 | 1600 | 0 | yes |
| skopt_gp_default | 1600 | 0 | yes |
| ultraopt_gbrt | 1600 | 0 | yes |
| bayesopt_ucb | 1600 | 0 | yes |
| bayesopt_ei | 1600 | 0 | yes |
| bayesopt_poi | 1600 | 0 | yes |
| nlopt_ags | 1600 | 0 | yes |
| ultraopt_random | 1566.0 | 23 | yes |
| scipy_slsqp | 1559.0 | 10 | yes |
| nevergrad_hammersley | 1557.0 | 18 | yes |
| ultraopt_forest | 1551.0 | 12 | yes |
| scipy_lbfgsb | 1550.0 | 4 | yes |
| dlib_default | 1541.0 | 22 | yes |
| nevergrad_de | 1491.0 | 23 | yes |
| ultraopt_etpe | 1481.0 | 19 | yes |
| scipy_nelder | 1404.0 | 22 | yes |
| nevergrad_portfolio | 1373.0 | 24 | yes |
| pymoo_nsga3 | 1371.0 | 24 | yes |
| platypus_moead | 1364.0 | 24 | yes |