Pipeline step | Parameter options |
---|---|
ANOVA | EFD (Partial analysis): percentile = 2% of total # of variables |
EFD (Final analysis): percentile = 10% of total # of variables | |
LR penalty = ’l1’ | |
C = 1 | |
RFE-LR | RFE EFD (Partial analysis): |
n_features_to_select = 2% of total # of variables, | |
step = 4% | |
EFD (Final analysis): | |
n_features_to_select = 10% of total # of variables, | |
step = 10% | |
RLR-L1 | penalty = ’l1’ |
EFD (Partial analysis): C = [100, 500, 1000, 1500, 5000, 10000] | |
EFD (Final analysis): C = [100, 500, 1000, 1500, 5000, 10000] | |
threshold = 1e−10 | |
Linear SVM | C = [0.001, 0.01, 0.1, 1, 10, 100, 1000] |
RF | n_estimators = [30,47, 75, 119, 189, 299, 475, 753,1194,1892,2999] |
KNN | n_neighbors = [5, 20, 35, 50] |