Research map / Learning theory and algorithms / Combinatorial and search optimization
Evolutionary Manytasking Optimization Based on Symbiosis in Biocoenosis
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add SBO framework to GA | GA · MaTPZ | functions significantly better: 30 / 0 / 0 | Helped |
| add SBO framework to GA | GA · MaTPL | functions significantly better: 8 / 21 / 1 | No clear effect |
| add SBO framework to CMAES | CMAES · MaTPZ | functions significantly better: 27 / 3 / 0 | Helped |
| add SBO framework to CMAES | CMAES · MaTPS | functions significantly better: 24 / 0 / 6 | Mixed |
| add SBO framework to CMAES | CMAES · MaTPL | functions significantly better: 12 / 16 / 2 | Helped |
| replace MFEA with SBGA | many-tasking · MaTPZ | functions significantly better: 29 / 1 / 0 | Helped |
| replace MFEA with SBGA | many-tasking · MaTPL | functions significantly better: 11 / 16 / 3 | Helped |
| replace MFEA with SBCMAES | many-tasking · MaTPL | functions significantly better: 30 / 0 / 0 | Helped |
| replace EBS with SBO using GA | GA multitasking · MaTPZ | functions significantly better: 0 / 1 / 29 | Hurt |
| replace EBS with SBO using GA | GA multitasking · MaTPL | functions significantly better: 16 / 11 / 3 | Helped |
| replace EBS with SBO using CMAES | CMAES multitasking · MaTPS | functions significantly better: 25 / 5 / 0 | Helped |
| use SBO adaptive transfer instead of MFEA fixed rmp | transfer behavior · MaTPZ-MaTPL | survival rate of transferred individuals | Helped |
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