Releases: InboraStudio/Neural-Guided-Genetic-Programming-for-Symbolic-Regression
Releases · InboraStudio/Neural-Guided-Genetic-Programming-for-Symbolic-Regression
NeuralSymbolicRegression
Recommended Settings
| Parameter | Small Dataset (<50 pts) | Medium (50-500) | Large (>500) |
|---|---|---|---|
| Population/Island | 100-250 | 250-500 | 500-1000 |
| Max Generations | 100-500 | 500-1000 | 1000-5000 |
| Complexity Weight λ | 1.0-2.0 | 2.0-5.0 | 0.5-1.0 |
| Migration Interval | 10-20 | 20-50 | 50-100 |
Parameter Sensitivity
High impact parameters (tune first):
- Population size: Linear relationship with solution quality
- Complexity weight: Balances accuracy vs. simplicity
- Death rate: Controls selection pressure
Low impact parameters (use defaults):
- Migration topology: Ring vs. Star (< 5% difference)
- Neural guidance interval: 30-100 generations
- Cooling rate: 0.99-0.999