FeatureSelection

scalation.modeling.FeatureSelection
See theFeatureSelection companion trait

The FeatureSelection object provides getter/setter methods for determining whether FS works with the FULL DATASET or just the TRAINING SET.

Attributes

Companion
trait
Graph
Supertypes
class Object
trait Matchable
class Any
Self type

Members list

Value members

Concrete methods

inline def fullset_FS: Boolean

Getter/Setter for fullset_FS. If true, Feature Selection (FS) is performed on the entire (full) dataset (e.g., for In-Sample Testing). If false, FS is restricted to the training set to prevent "data leakage" and ensure unbiased evaluation on the test set. Note, any validate method should use only the training set.

Getter/Setter for fullset_FS. If true, Feature Selection (FS) is performed on the entire (full) dataset (e.g., for In-Sample Testing). If false, FS is restricted to the training set to prevent "data leakage" and ensure unbiased evaluation on the test set. Note, any validate method should use only the training set.

Attributes

def fullset_FS_=(fullset_FS_: Boolean): Unit