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.
- Annotations
 - @Since( "1.0.0" )
 - Source
 - Impurity.scala
 
- Alphabetic
 - By Inheritance
 
- Impurity
 - Serializable
 - Serializable
 - AnyRef
 - Any
 
- Hide All
 - Show All
 
- Public
 - All
 
Abstract Value Members
- 
      
      
      
        
      
    
      
        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
- Annotations
 - @Since( "1.0.0" )
 
 - 
      
      
      
        
      
    
      
        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
- Annotations
 - @Since( "1.1.0" )
 
 
Concrete Value Members
- 
      
      
      
        
      
    
      
        final 
        def
      
      
        !=(arg0: Any): Boolean
      
      
      
- Definition Classes
 - AnyRef → Any
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        ##(): Int
      
      
      
- Definition Classes
 - AnyRef → Any
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        ==(arg0: Any): Boolean
      
      
      
- Definition Classes
 - AnyRef → Any
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        asInstanceOf[T0]: T0
      
      
      
- Definition Classes
 - Any
 
 - 
      
      
      
        
      
    
      
        
        def
      
      
        clone(): AnyRef
      
      
      
- Attributes
 - protected[lang]
 - Definition Classes
 - AnyRef
 - Annotations
 - @throws( ... ) @native()
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        eq(arg0: AnyRef): Boolean
      
      
      
- Definition Classes
 - AnyRef
 
 - 
      
      
      
        
      
    
      
        
        def
      
      
        equals(arg0: Any): Boolean
      
      
      
- Definition Classes
 - AnyRef → Any
 
 - 
      
      
      
        
      
    
      
        
        def
      
      
        finalize(): Unit
      
      
      
- Attributes
 - protected[lang]
 - Definition Classes
 - AnyRef
 - Annotations
 - @throws( classOf[java.lang.Throwable] )
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        getClass(): Class[_]
      
      
      
- Definition Classes
 - AnyRef → Any
 - Annotations
 - @native()
 
 - 
      
      
      
        
      
    
      
        
        def
      
      
        hashCode(): Int
      
      
      
- Definition Classes
 - AnyRef → Any
 - Annotations
 - @native()
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        isInstanceOf[T0]: Boolean
      
      
      
- Definition Classes
 - Any
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        ne(arg0: AnyRef): Boolean
      
      
      
- Definition Classes
 - AnyRef
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        notify(): Unit
      
      
      
- Definition Classes
 - AnyRef
 - Annotations
 - @native()
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        notifyAll(): Unit
      
      
      
- Definition Classes
 - AnyRef
 - Annotations
 - @native()
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        synchronized[T0](arg0: ⇒ T0): T0
      
      
      
- Definition Classes
 - AnyRef
 
 - 
      
      
      
        
      
    
      
        
        def
      
      
        toString(): String
      
      
      
- Definition Classes
 - AnyRef → Any
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        wait(): Unit
      
      
      
- Definition Classes
 - AnyRef
 - Annotations
 - @throws( ... )
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        wait(arg0: Long, arg1: Int): Unit
      
      
      
- Definition Classes
 - AnyRef
 - Annotations
 - @throws( ... )
 
 - 
      
      
      
        
      
    
      
        final 
        def
      
      
        wait(arg0: Long): Unit
      
      
      
- Definition Classes
 - AnyRef
 - Annotations
 - @throws( ... ) @native()