From: RILS-ROLS: robust symbolic regression via iterated local search and ordinary least squares
Algorithm | All | Feynman | Strogatz | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Noise | Noise | Noise | ||||||||||
0 | 0.001 | 0.01 | 0.1 | 0 | 0.001 | 0.01 | 0.1 | 0 | 0.001 | 0.01 | 0.1 | |
RILS-ROLS | 56.85 | 54 | 40.69 | 16.79 | 53.88 | 51.98 | 40.17 | 17.1 | 81.43 | 70.71 | 45 | 14.29 |
AI-Feynman | 52.65 | 31.89 | 12.61 | 0.86 | 55.78 | 33.08 | 13.03 | 0.7 | 27.14 | 22.14 | 9.29 | 2.14 |
GPGOMEA | 27.12 | 10.62 | 4.69 | 1.46 | 26.83 | 11.03 | 5.09 | 1.64 | 29.46 | 7.14 | 1.43 | 0 |
AFP-FE | 26.23 | 21.23 | 20 | 12.31 | 26.98 | 21.9 | 20.78 | 13.53 | 20 | 15.71 | 13.57 | 2.14 |
ITEA | 20.77 | 13.77 | 7.69 | 1.46 | 22.41 | 14.57 | 7.84 | 1.47 | 7.14 | 7.14 | 6.43 | 1.43 |
AFP | 20.48 | 19 | 16.31 | 12.15 | 21.12 | 19.66 | 16.9 | 13.1 | 15.18 | 13.57 | 11.43 | 4.29 |
DSR | 19.71 | 19.15 | 18.92 | 16.62 | 19.72 | 19.14 | 18.97 | 16.81 | 19.64 | 19.29 | 18.57 | 15 |
Operon | 16 | 12.31 | 1.92 | 0.08 | 16.55 | 13.19 | 2.07 | 0.09 | 11.43 | 5 | 0.71 | 0 |
gplearn | 15.48 | 16.16 | 16.05 | 15.77 | 16.27 | 16.99 | 16.87 | 16.55 | 8.93 | 9.29 | 9.29 | 9.29 |
SBPGP | 12.6 | 0.69 | 0 | 0 | 12.72 | 0.78 | 0 | 0 | 11.61 | 0 | 0 | 0 |
EPLEX | 12.02 | 9.54 | 8.23 | 9.31 | 12.39 | 9.57 | 8.71 | 10.17 | 8.93 | 9.29 | 4.29 | 2.14 |
BSR | 2.31 | 0.62 | 0.08 | 0 | 2.48 | 0.6 | 0.09 | 0 | 0.89 | 0.71 | 0 | 0 |
FEAT | 0.1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.89 | 0 | 0 | 0 |
FFX | 0 | 0 | 0 | 0.08 | 0 | 0 | 0 | 0.09 | 0 | 0 | 0 | 0 |
MRGP | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |