class GiniCalculator extends ImpurityCalculator[Char]
Calculate the weighted Gini Impurity: weight * (1 - \sum_j f_j^2), where f_j is the frequency of the jth label
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Instance Constructors
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new
GiniCalculator(totalCategoryWeights: Array[Double], totalSquareSum: Double, totalWeight: Double)
- totalCategoryWeights
the total weight of each label
- totalSquareSum
the sum of the squares of the weights
- totalWeight
the total weight over all the labels
Value Members
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final
def
!=(arg0: Any): Boolean
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final
def
##(): Int
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final
def
==(arg0: Any): Boolean
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def
add(value: Char, 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
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- GiniCalculator → ImpurityCalculator
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final
def
asInstanceOf[T0]: T0
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def
clone(): AnyRef
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- def copy(): GiniCalculator
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final
def
eq(arg0: AnyRef): Boolean
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def
equals(arg0: Any): Boolean
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def
finalize(): Unit
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final
def
getClass(): Class[_]
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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
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- GiniCalculator → ImpurityCalculator
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def
hashCode(): Int
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final
def
isInstanceOf[T0]: Boolean
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final
def
ne(arg0: AnyRef): Boolean
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final
def
notify(): Unit
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final
def
notifyAll(): Unit
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def
remove(value: Char, 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
- Definition Classes
- GiniCalculator → ImpurityCalculator
-
def
reset(): Unit
Reset the calculator such that every item is on the right
Reset the calculator such that every item is on the right
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- GiniCalculator → ImpurityCalculator
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final
def
synchronized[T0](arg0: ⇒ T0): T0
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def
toString(): String
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wait(): Unit
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def
wait(arg0: Long, arg1: Int): Unit
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final
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wait(arg0: Long): Unit
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