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Table 1:
The parameter settings of the compared algorithms.
CategoryParameterValue
Overall Total no. of fitness evaluation (FE) 512000 
 Maximal No. of FE per generation 1024 
 The ratio between No. of FE of ρ 
 EDASLS and GPHH per generation  
EDASLS Population size 120 
 Maximal No. of samples per generation ρ1+ρ*1024-120 
 No. of subsegments 
 Local search probability 0.1 
 Bias ratio constant 0.005 
GPHH Population size 11+ρ*1024 
 Maximal tree depth 
 Selection Size-7 tournament 
 Crossover/mutation/reproduction rates 0.8 / 0.15 / 0.05 
 Elitism Top 10 individuals 
CategoryParameterValue
Overall Total no. of fitness evaluation (FE) 512000 
 Maximal No. of FE per generation 1024 
 The ratio between No. of FE of ρ 
 EDASLS and GPHH per generation  
EDASLS Population size 120 
 Maximal No. of samples per generation ρ1+ρ*1024-120 
 No. of subsegments 
 Local search probability 0.1 
 Bias ratio constant 0.005 
GPHH Population size 11+ρ*1024 
 Maximal tree depth 
 Selection Size-7 tournament 
 Crossover/mutation/reproduction rates 0.8 / 0.15 / 0.05 
 Elitism Top 10 individuals 
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