Table 1: Common experiment run parameters.

ParameterProblem
Symbolic Regression & Parameter Optimization Classification

Selection method Elitist TournamentElitist Tournament
Number of generations 100 175
Population size 100 75
Initial head size 5–15 5–15
Initial number of genes 1–10 1–10
One point recombination rate 0.5 0.5
Two point recombination rate 0.1 0.1
Gene recombination rate 0.1 0.1
Mutation rate 0.07 0.07
Minimum ACS mutation rate 0.05 0.05
IS transposition rate 0.1 0.1
RIS transposition rate 0.1 0.1
HIS transposition rate 0.1 0.1
Gene transposition rate 0.1 0.1
Function set
Linking function
K-Fold validation 10 folds 10 folds
Evolutionary Clients (Syrah) 31 31

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