Optimums:
Function | Dim | DIRECT | MADS* | Nelder-Mead | Powell | Cross entropy* | Combination* |
---|---|---|---|---|---|---|---|
Ackley | 5 | 0 | 0 | 15.76 | 0 | 0 | 0 |
Michaelewicz | 2 | -1.8 | -1.8 | -1.2 | -1.2 | -1.8 | -1.8 |
Branin | 2 | 0.39789 | 0.39789 | 0.39795 | 0.39789 | 0.39789 | 0.39794 |
Flower | 2 | -0.81 | -0.98 | -1 | -1 | -0.89 | -1 |
Ackley | 100 | 16.49 | 0.01 | 17.27 | 0 | 3.58 | 2.70 |
Michaelewicz | 100 | -10.87 | -64.57 | -12.32 | -74.18 | -46.41 | -44.08 |
Number of evaluations:
Function | Dimension | DIRECT | MADS* | Nelder-Mead | Powell | Cross entropy* | Combination* |
---|---|---|---|---|---|---|---|
Ackley | 5 | 345 | 539 | 138 | 583 | 1660 | 409 |
Michaelewicz | 2 | 169 | 105 | 41 | 98 | 780 | 267 |
Branin | 2 | 451 | 153 | 51 | 142 | 760 | 242 |
Flower | 2 | 277 | 288 | 113 | 1166 | 1400 | 287 |
Ackley | 100 | 8873 | 50908 | 1353 | 80719 | 5880 | 2353 |
Michaelewicz | 100 | 5131 | 36491 | 2128 | 20810 | 6700 | 3954 |
(* The MADS, Cross entropy and Combination methods are stochastic processes, so YMMV.)