Package interpret.glassbox.ebm

Class ExplainableBoostingClassifier

  • All Implemented Interfaces:
    HasExplainableBooster, java.io.Serializable, java.lang.Cloneable, java.util.Map<java.lang.String,​java.lang.Object>, sklearn.HasClasses, sklearn.HasFeatureNamesIn, sklearn.HasNumberOfFeatures, sklearn.HasNumberOfOutputs, sklearn.HasType, sklearn2pmml.HasPMMLOptions<sklearn.Estimator>, sklearn2pmml.HasPMMLSegmentId<sklearn.Estimator>
    public class ExplainableBoostingClassifier
extends sklearn.Classifier
implements HasExplainableBooster
    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.Classifier

        FIELD_PROBABILITY

      • 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

    • Method Summary

      All Methods Instance Methods Concrete Methods 
      Modifier and Type Method Description
      org.dmg.pmml.Model encodeModel​(org.jpmml.converter.Schema schema)  
      java.util.List<java.util.List<?>> getBins()  
      java.util.List<java.lang.String> getFeatureTypesIn()  
      java.util.List<java.lang.Number> getIntercept()  
      java.lang.String getLink()  
      java.util.List<java.lang.Object[]> getTermFeatures()  
      java.util.List<org.jpmml.python.HasArray> getTermScores()  

      • Methods inherited from class sklearn.Classifier

        canonicalizeValue, canonicalizeValues, encodeLabel, encodePredictProbaOutput, getClasses, getMiningFunction, getNumberOfOutputs, hasProbabilityDistribution, isSupervised

      • 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.HasFeatureNamesIn

        getFeatureNamesIn

      • Methods inherited from interface java.util.Map

        equals, hashCode

    • Constructor Detail

      • ExplainableBoostingClassifier

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

    • Method Detail

      • encodeModel

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

      • getIntercept

        public java.util.List<java.lang.Number> getIntercept()

      • getLink

        public java.lang.String getLink()