skika.hyper_parameter_tuning.trees_arf.meta_feature_generator#

Classes

ComputeStreamMetaFeatures([stream, list_feat])

Description :

class skika.hyper_parameter_tuning.trees_arf.meta_feature_generator.ComputeStreamMetaFeatures(stream=None, list_feat=None)#
Description :

Compute extraction of several meta-features on the stream.

extractMagnitudeOneDrift(p, q)#

Extraction of the magnitude of a single drift

Attributes : p : distribution before drift (array) q : distribution after drift (array)

extractPercRedundFeat()#

Extraction of the percentage of redundant features, directly read from the stream parameters

extractPercRedundFeatMeasured()#

Extraction of the percentage of redundant features, measured on the stream by correlation between features

extractSeverityOneDrift()#

Extraction of the severity of a single drift