Class NominalConditionalSufficientStats

  • All Implemented Interfaces:
    java.io.Serializable

    public class NominalConditionalSufficientStats
    extends ConditionalSufficientStats
    implements java.io.Serializable
    Maintains sufficient stats for the distribution of a nominal attribute
    Version:
    $Revision: 10432 $
    Author:
    Richard Kirkby (rkirkby@cs.waikato.ac.nz), Mark Hall (mhall{[at]}pentaho{[dot]}com)
    See Also:
    Serialized Form
    • Method Summary

      All Methods Instance Methods Concrete Methods 
      Modifier and Type Method Description
      SplitCandidate bestSplit​(SplitMetric splitMetric, java.util.Map<java.lang.String,​WeightMass> preSplitDist, java.lang.String attName)
      Return the best split
      double probabilityOfAttValConditionedOnClass​(double attVal, java.lang.String classVal)
      Return the probability of an attribute value conditioned on a class value
      void update​(double attVal, java.lang.String classVal, double weight)
      Update this stat with the supplied attribute value and class value
      • Methods inherited from class java.lang.Object

        equals, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait
    • Constructor Detail

      • NominalConditionalSufficientStats

        public NominalConditionalSufficientStats()
    • Method Detail

      • update

        public void update​(double attVal,
                           java.lang.String classVal,
                           double weight)
        Description copied from class: ConditionalSufficientStats
        Update this stat with the supplied attribute value and class value
        Specified by:
        update in class ConditionalSufficientStats
        Parameters:
        attVal - the value of the attribute
        classVal - the class value
        weight - the weight of this observation
      • probabilityOfAttValConditionedOnClass

        public double probabilityOfAttValConditionedOnClass​(double attVal,
                                                            java.lang.String classVal)
        Description copied from class: ConditionalSufficientStats
        Return the probability of an attribute value conditioned on a class value
        Specified by:
        probabilityOfAttValConditionedOnClass in class ConditionalSufficientStats
        Parameters:
        attVal - the attribute value to compute the conditional probability for
        classVal - the class value
        Returns:
        the probability
      • bestSplit

        public SplitCandidate bestSplit​(SplitMetric splitMetric,
                                        java.util.Map<java.lang.String,​WeightMass> preSplitDist,
                                        java.lang.String attName)
        Description copied from class: ConditionalSufficientStats
        Return the best split
        Specified by:
        bestSplit in class ConditionalSufficientStats
        Parameters:
        splitMetric - the split metric to use
        preSplitDist - the distribution of class values prior to splitting
        attName - the name of the attribute being considered for splitting
        Returns:
        the best split for the attribute