Table 3.
ExSTraCS Run Parameters
| Parameter | Default Setting | Description |
|---|---|---|
| Imax | 200,000 | Maximum Learning Iterations |
| N | 2000 | Maximum Population Size |
| ν | 1 | Calculation of fitness from accuracy |
| χ | 0.8 | Probability of crossover |
| υ | 0.04 | A new mutation pressure |
| θGA | 25 | GA activation threshold |
| θdel | 20 | Protective deletion threshold |
| θsub | 20 | Subsumption activation threshold |
| accsub | 0.99 | Subsumption accuracy threshold |
| β | 0.2 | Update of AveMatchSetSize |
| δ | 0.1 | Deletion weight calculation threshold |
| initfit | 0.01 | Initial fitness for new rules |
| fitnessReduction | 0.1 | Penalize fitness of offspring rule following crossover |
| thetasel | 0.5 | Tournament selection proportion |
| EK_Algorithm | MultiSURF | Specifies an internal source of EK generation |
| TuRF_Percent | 0.2 | Percent of attributes removed each score re-estimation |