Class SelfOptimisingBaseTree

  • All Implemented Interfaces:
    Configurable, Serializable, CapabilitiesHandler, Classifier, Regressor, AWTRenderable, Learner<Example<Instance>>, MOAObject, OptionHandler

    public class SelfOptimisingBaseTree
    extends AbstractClassifier
    implements Regressor

    See details in:
    Yibin Sun, Bernhard Pfahringer, Heitor Murilo Gomes, Albert Bifet.
    SOKNL: a novel way of integrating K nearest neighbours with adaptive random forest regression for data streams. In European Conference on Machine Learning and Principle and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2022. https://doi.org/10.1007/s10618-022-00858-9

    FIMT-DD:
    Ikonomovska, Elena, João Gama, and Sašo Džeroski. Learning model trees from evolving data streams. Data mining and knowledge discovery 23.1 (2011): 128-168.

    See Also:
    Serialized Form
    • Field Detail

      • leafNodeCount

        protected int leafNodeCount
      • splitNodeCount

        protected int splitNodeCount
      • examplesSeen

        protected double examplesSeen
      • sumOfValues

        protected double sumOfValues
      • sumOfSquares

        protected double sumOfSquares
      • maxID

        public int maxID
      • subspaceSizeOption

        public IntOption subspaceSizeOption
      • splitCriterionOption

        public ClassOption splitCriterionOption
      • gracePeriodOption

        public IntOption gracePeriodOption
      • splitConfidenceOption

        public FloatOption splitConfidenceOption
      • tieThresholdOption

        public FloatOption tieThresholdOption
      • PageHinckleyAlphaOption

        public FloatOption PageHinckleyAlphaOption
      • PageHinckleyThresholdOption

        public IntOption PageHinckleyThresholdOption
      • alternateTreeFadingFactorOption

        public FloatOption alternateTreeFadingFactorOption
      • alternateTreeTMinOption

        public IntOption alternateTreeTMinOption
      • alternateTreeTimeOption

        public IntOption alternateTreeTimeOption
      • learningRatioOption

        public FloatOption learningRatioOption
      • learningRateDecayFactorOption

        public FloatOption learningRateDecayFactorOption
      • learningRatioConstOption

        public FlagOption learningRatioConstOption
    • Constructor Detail

      • SelfOptimisingBaseTree

        public SelfOptimisingBaseTree()