Research Article
Restricted Boltzmann Machine-Assisted Estimation of Distribution Algorithm for Complex Problems
Table 4
Experimental results comparing with CAL-SAPSO.
| | Problem (dimensions) | CAL-SAPSO | RBMAEDA | | Avg. ± St | Avg. ± St |
| | Ellisoid (10) | 8.79E − 01 ± 8.51E − 01 | 0 ± 0 | | Ackley (10) | 2.01E + 01 ± 2.44E − 01 | 0 ± 0 | | Griewank (10) | 1.12 ± 1.21E − 01 | 2.72E − 05 ± 8.59E − 05 | | Rastrigin (10) | 8.88E + 01 ± 2.26E + 01 | 1.0E − 01 ± 3.16E − 01 | | Rosenbrock (10) | 1.77 ± 3.80E − 01 | 9.55E + 01 ± 9.29E + 01 | | Ellisoid (20) | 1.58 ± 4.83E − 01 | 2.80 ± 8.51 | | Ackley (20) | 2.01E + 01 ± 0 | 3.97E − 02 ± 1.25E − 01 | | Griewank (20) | 1.06 ± 3.66E − 02 | 2.75E − 05 ± 8.71E − 05 | | Rastrigin (20) | 7.51E + 01 ± 1.44E + 01 | 5.0E − 01 ± 8.50E − 01 | | Rosenbrock (20) | 1.89 ± 3.32E − 01 | 2.63E + 02 ± 1.72E + 02 | | Ellisoid (30) | 4.02 ± 1.08 | 3.0 ± 6.60 | | Ackley (30) | 1.62E + 01 ± 4.13E − 01 | 2.73E − 01 ± 5.76E − 01 | | Griewank (30) | 9.95E − 01 ± 3.99E − 02 | 2.32E − 04 ± 4.80E − 04 | | Rastrigin (30) | 8.78E + 01 ± 1.65E + 01 | 4.0E − 01 ± 6.99E − 01 | | Rosenbrock (30) | 1.76 ± 3.96E − 01 | 1.39E + 03 ± 9.66E + 02 |
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