trait ImpurityCalculator[T] extends AnyRef
Interface for an impurity calculator, which computes an impurity metric to drive a splitter
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- abstract def add(value: T, weight: Double): Double
Add a value to the left partition
Add a value to the left partition
- value
to add
- weight
of the value
- returns
the impurity after adding
- abstract def getImpurity: Double
Get the impurity at the current state of the calculator
Get the impurity at the current state of the calculator
- returns
impurity
- abstract def remove(value: T, weight: Double): Double
Remove a value from the left partition
Remove a value from the left partition
- value
to remove
- weight
of the value
- returns
the impurity after removing
- abstract def reset(): Unit
Reset the calculator such that every item is on the right
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