Package sktree.ensemble.eiforest

Class ExtendedIsolationForest

  • All Implemented Interfaces:
    java.io.Serializable, java.lang.Cloneable, java.util.Map<java.lang.String,​java.lang.Object>, sklearn.ensemble.iforest.HasIsolationForest, sklearn.HasDecisionFunctionField, sklearn.HasNumberOfFeatures, sklearn.HasNumberOfOutputs, sklearn.HasOutlierField, sklearn.HasType, sklearn.OutlierDetector, sklearn2pmml.HasPMMLOptions<sklearn.Estimator>, sklearn2pmml.HasPMMLSegmentId<sklearn.Estimator>
    public class ExtendedIsolationForest
extends sklearn.Regressor
implements sklearn.ensemble.iforest.HasIsolationForest, sklearn.OutlierDetector
    See Also:
    Serialized Form

    • Nested Class Summary

      • Nested classes/interfaces inherited from class java.util.AbstractMap

        java.util.AbstractMap.SimpleEntry<K extends java.lang.Object,​V extends java.lang.Object>, java.util.AbstractMap.SimpleImmutableEntry<K extends java.lang.Object,​V extends java.lang.Object>

      • Nested classes/interfaces inherited from interface java.util.Map

        java.util.Map.Entry<K extends java.lang.Object,​V extends java.lang.Object>

    • Field Summary

      • Fields inherited from class sklearn.Estimator

        FIELD_APPLY, FIELD_DECISION_FUNCTION, FIELD_PREDICT

      • Fields inherited from interface sklearn.HasNumberOfFeatures

        UNKNOWN

      • Fields inherited from interface sklearn.HasNumberOfOutputs

        UNKNOWN

      • Fields inherited from interface sklearn.OutlierDetector

        FIELD_OUTLIER

    • Constructor Summary

      Constructors 
      Constructor Description
      ExtendedIsolationForest​(java.lang.String module, java.lang.String name)  

    • Method Summary

      All Methods Instance Methods Concrete Methods 
      Modifier and Type Method Description
      org.jpmml.converter.Label encodeLabel​(java.util.List<java.lang.String> names, org.jpmml.sklearn.SkLearnEncoder encoder)  
      org.dmg.pmml.mining.MiningModel encodeModel​(org.jpmml.converter.Schema schema)  
      java.util.List<sklearn.Regressor> getEstimators()  
      java.util.List<java.util.List<java.lang.Number>> getEstimatorsFeatures()  
      java.lang.Integer getMaxSamples()  
      int getNumberOfOutputs()  
      java.lang.Number getOffset()  
      boolean isSupervised()  

      • Methods inherited from class sklearn.Regressor

        getMiningFunction

      • Methods inherited from class sklearn.Estimator

        addFeatureImportances, checkFeatures, checkLabel, configureModel, configureSchema, createApplyField, createMultiApplyField, createPredictProbaFields, encode, encode, encodeApplyOutput, encodeMultiApplyOutput, getAlgorithmName, getDataType, getFeatureImportances, getNumberOfFeatures, getOption, getOpType, getPMMLCustomizations, getPMMLFeatureImportances, getPMMLOptions, getPMMLSegmentId, hasFeatureImportances, putOption, putOptions, setPMMLCustomizations, setPMMLFeatureImportances, setPMMLOptions, setPMMLSegmentId

      • Methods inherited from class sklearn.Step

        checkSkLearnVersion, checkVersion, getFeatureNamesIn, getPMMLName, getSkLearnVersion, setPMMLName

      • Methods inherited from class org.jpmml.python.PythonObject

        containsKey, delattr, get, get, getArray, getArray, getArray, getArrayList, getArrayList, getArrayShape, getArrayShape, getattr, getattr, getBoolean, getBooleanArray, getClassName, getDict, getEnum, getEnumList, getIdentifiable, getInteger, getIntegerArray, getList, getList, getListLike, getListLike, getNumber, getNumberArray, getObject, getObjectArray, getObjectList, getOptional, getOptionalBoolean, getOptionalBoolean, getOptionalDict, getOptionalEnum, getOptionalIdentifiable, getOptionalInteger, getOptionalNumber, getOptionalObject, getOptionalScalar, getOptionalString, getOptionalTuple, getPythonModule, getPythonName, getScalar, getString, getStringArray, getStringList, getTuple, getTupleList, hasattr, put, putAll, remove, setattr, setClassName, update

      • Methods inherited from class net.razorvine.pickle.objects.ClassDict

        __setstate__

      • Methods inherited from class java.util.HashMap

        clear, clone, compute, computeIfAbsent, computeIfPresent, containsValue, entrySet, forEach, getOrDefault, isEmpty, keySet, merge, putIfAbsent, remove, replace, replace, replaceAll, size, values

      • Methods inherited from class java.util.AbstractMap

        equals, hashCode, toString

      • Methods inherited from class java.lang.Object

        getClass, notify, notifyAll, wait, wait, wait

      • Methods inherited from interface sklearn.HasDecisionFunctionField

        getDecisionFunctionField

      • Methods inherited from interface sklearn.HasOutlierField

        getOutlierField

      • Methods inherited from interface java.util.Map

        equals, hashCode

      • Methods inherited from interface sklearn.OutlierDetector

        getDecisionFunctionThreshold

    • Constructor Detail

      • ExtendedIsolationForest

        public ExtendedIsolationForest​(java.lang.String module,
                               java.lang.String name)

    • Method Detail

      • getNumberOfOutputs

        public int getNumberOfOutputs()
        Specified by:
        getNumberOfOutputs in interface sklearn.HasNumberOfOutputs
        Overrides:
        getNumberOfOutputs in class sklearn.Regressor

      • isSupervised

        public boolean isSupervised()
        Overrides:
        isSupervised in class sklearn.Regressor

      • encodeLabel

        public org.jpmml.converter.Label encodeLabel​(java.util.List<java.lang.String> names,
                                             org.jpmml.sklearn.SkLearnEncoder encoder)
        Overrides:
        encodeLabel in class sklearn.Regressor

      • encodeModel

        public org.dmg.pmml.mining.MiningModel encodeModel​(org.jpmml.converter.Schema schema)
        Specified by:
        encodeModel in class sklearn.Estimator

      • getEstimators

        public java.util.List<sklearn.Regressor> getEstimators()
        Specified by:
        getEstimators in interface sklearn.ensemble.iforest.HasIsolationForest

      • getEstimatorsFeatures

        public java.util.List<java.util.List<java.lang.Number>> getEstimatorsFeatures()
        Specified by:
        getEstimatorsFeatures in interface sklearn.ensemble.iforest.HasIsolationForest

      • getMaxSamples

        public java.lang.Integer getMaxSamples()
        Specified by:
        getMaxSamples in interface sklearn.ensemble.iforest.HasIsolationForest

      • getOffset

        public java.lang.Number getOffset()
        Specified by:
        getOffset in interface sklearn.ensemble.iforest.HasIsolationForest