keel.Algorithms.Decision_Trees.M5

Class Impurity

java.lang.Object

keel.Algorithms.Decision_Trees.M5.Impurity

public final class Impurity
extends java.lang.Object

Class for handling the impurity values when spliting the instances

Constructor Summary

Constructors

Constructor and Description
Impurity(int partition, int attribute, M5Instances inst, int k) Constructs an Impurity object containing the impurity values of partitioning the instances using an attribute

Method Summary

Modifier and Type	Method and Description
void	incremental(double value, int type) Incrementally computes the impurirty values
java.lang.String	toString() Converts an Impurity object to a string

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Constructor Detail

Impurity

public Impurity(int partition,
                int attribute,
                M5Instances inst,
                int k)

Constructs an Impurity object containing the impurity values of partitioning the instances using an attribute

Parameters:

partition - the index of the last instance in the left subset

attribute - the attribute used in partitioning

inst - instances

k - the order of the impurity; =1, the variance; =2, the stardard deviation; =k, the k-th order root of the variance

Method Detail

toString

public final java.lang.String toString()

Converts an Impurity object to a string

Overrides:

toString in class java.lang.Object

Returns:

the converted string

incremental

public final void incremental(double value,
                              int type)

Incrementally computes the impurirty values

Parameters:

value - the incremental value

type - if type=1, value will be added to the left subset; type=-1, to the right subset; type=0, initializes