skactiveml.stream

The skactiveml.stream package implements query strategies for stream-based active learning.

Submodules

skactiveml.stream.budgetmanager

Classes

stream.StreamRandomSampling	Random Sampling for Data Streams.
stream.PeriodicSampling	Periodic Sampling for Data Streams
stream.UncertaintyZliobaite	Base class for the uncertainty sampling strategies proposed by Žliobaitė et al. in [R954e52bfccc6-1].
stream.FixedUncertainty	Fixed Uncertainty Strategy
stream.VariableUncertainty	Variable Uncertainty Strategy
stream.Split	The Split query strategy (Split Strategy in [R79653b04d29c-1]) queries labels based on the classifiers uncertainty assessed based on the classifier's predictions.
stream.StreamProbabilisticAL	Probabilistic Active Learning in Datastreams
stream.RandomVariableUncertainty	The RandomVariableUncertainty (Uncertainty Strategy With Randomization in [R7113787876b0-1]) query strategy samples samples based on the classifier's uncertainty assessed based on the classifier's predictions.
stream.StreamDensityBasedAL	The StreamDensityBasedAL [Rddab91d1dd87-1] query strategy is an extension to the uncertainty based query strategies proposed by Žliobaitė et al. [Rddab91d1dd87-2].
stream.CognitiveDualQueryStrategy	This class is the base for the CognitiveDualQueryStrategy query strategy proposed in [R1e46791e62c8-1].
stream.CognitiveDualQueryStrategyRan	This class implements the CognitiveDualQueryStrategy [Rffbcc2a90939-1] strategy with Random Sampling.
stream.CognitiveDualQueryStrategyRanVarUn	This class implements the CognitiveDualQueryStrategy [R291d9e1f2fe6-1] strategy with RandomVariableUncertainty.
stream.CognitiveDualQueryStrategyVarUn	This class implements the CognitiveDualQueryStrategy [Rb64f38603851-1] strategy with VariableUncertainty.
stream.CognitiveDualQueryStrategyFixUn	This class implements the CognitiveDualQueryStrategy [R68dceac87beb-1] strategy with FixedUncertainty.