Subkey

Default

Options

Variance

1.0

Float

GroupwiseSearch

True

Boolean(s)

SelectFromModel

0.275

Float

SelectFromModel_estimator

Lasso, LR, RF

Lasso, LR, RF

SelectFromModel_lasso_alpha

0.1, 1.4

Two Floats: loc and scale

SelectFromModel_n_trees

10, 90

Two Integers: loc and scale

UsePCA

0.275

Float

PCAType

95variance, 10, 50, 100

Integer(s), 95variance

StatisticalTestUse

0.275

Float

StatisticalTestMetric

MannWhitneyU

ttest, Welch, Wilcoxon, MannWhitneyU

StatisticalTestThreshold

-3, 2.5

Two Integers: loc and scale

ReliefUse

0.275

Float

ReliefNN

2, 4

Two Integers: loc and scale

ReliefSampleSize

0.75, 0.2

Two Floats: loc and scale

ReliefDistanceP

1, 3

Two Integers: loc and scale

ReliefNumFeatures

10, 40

Two Integers: loc and scale