Surrogate-assisted optimization on CA1 NGFC (Neurogliaform cell)
1.46Normalized HypervolumeOptimal
Evaluation Results
| Method | Links | |
|---|---|---|
| OptimalSurrogate strategy=Theoretical Maximum2026.03 | 1.46 | |
| c+oSurrogate strategy=joint constraint-and-objective neural networks, Optimization epochs=25, Number of trials=32026.03 | 0.044 | |
| MeanSurrogate strategy=Mean of surrogates, Optimization epochs=25, Number of trials=32026.03 | 0.019 | |
| megpSurrogate strategy=Multi-Expert Gaussian Process, Optimization epochs=25, Number of trials=32026.03 | 0.0133 | |
| gprSurrogate strategy=Gaussian Process Regression, Optimization epochs=25, Number of trials=32026.03 | 0.0112 | |
| oSurrogate strategy=objective-only neural networks, Optimization epochs=25, Number of trials=32026.03 | 0.0081 |