trait Impurity extends Serializable
Trait for calculating information gain. This trait is used for (a) setting the impurity parameter in org.apache.spark.mllib.tree.configuration.Strategy (b) calculating impurity values from sufficient statistics.
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- Impurity.scala
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abstract
def
calculate(count: Double, sum: Double, sumSquares: Double): Double
information calculation for regression
information calculation for regression
- count
number of instances
- sum
sum of labels
- sumSquares
summation of squares of the labels
- returns
information value, or 0 if count = 0
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abstract
def
calculate(counts: Array[Double], totalCount: Double): Double
information calculation for multiclass classification
information calculation for multiclass classification
- counts
Array[Double] with counts for each label
- totalCount
sum of counts for all labels
- returns
information value, or 0 if totalCount = 0
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- @Since( "1.1.0" )
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