Packages

c

io.citrine.lolo.trees.classification

ClassificationTreeLearner

case class ClassificationTreeLearner(numFeatures: Int = -1, maxDepth: Int = 30, minLeafInstances: Int = 1, leafLearner: Option[Learner] = None, splitter: Splitter[Char] = ClassificationSplitter(), rng: Random = Random) extends Learner with Product with Serializable

Created by maxhutch on 12/2/16.

numFeatures

subset of features to select splits from

maxDepth

maximum depth of tree

minLeafInstances

minimum training instances per node

leafLearner

to train on leaves

splitter

used to select splits

Linear Supertypes
Product, Equals, Learner, Serializable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. ClassificationTreeLearner
  2. Product
  3. Equals
  4. Learner
  5. Serializable
  6. AnyRef
  7. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. Protected

Instance Constructors

  1. new ClassificationTreeLearner(numFeatures: Int = -1, maxDepth: Int = 30, minLeafInstances: Int = 1, leafLearner: Option[Learner] = None, splitter: Splitter[Char] = ClassificationSplitter(), rng: Random = Random)

    numFeatures

    subset of features to select splits from

    maxDepth

    maximum depth of tree

    minLeafInstances

    minimum training instances per node

    leafLearner

    to train on leaves

    splitter

    used to select splits

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##: Int
    Definition Classes
    AnyRef → Any
  3. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  4. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  5. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.CloneNotSupportedException]) @native()
  6. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  7. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.Throwable])
  8. final def getClass(): Class[_ <: AnyRef]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  9. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  10. val leafLearner: Option[Learner]
  11. val maxDepth: Int
  12. val minLeafInstances: Int
  13. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  14. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  15. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  16. val numFeatures: Int
  17. def productElementNames: Iterator[String]
    Definition Classes
    Product
  18. val rng: Random
  19. val splitter: Splitter[Char]
  20. final def synchronized[T0](arg0: => T0): T0
    Definition Classes
    AnyRef
  21. def train(trainingData: Seq[(Vector[Any], Any)], weights: Option[Seq[Double]]): ClassificationTrainingResult

    Train classification tree

    Train classification tree

    trainingData

    to train on

    weights

    for the training rows, if applicable

    returns

    a classification tree

    Definition Classes
    ClassificationTreeLearnerLearner
  22. def train(trainingData: Seq[(Vector[Any], Any, Double)]): TrainingResult

    Train a model with weights

    Train a model with weights

    trainingData

    with weights in the form (features, label, weight)

    returns

    training result containing a model

    Definition Classes
    Learner
  23. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException])
  24. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException])
  25. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException]) @native()

Inherited from Product

Inherited from Equals

Inherited from Learner

Inherited from Serializable

Inherited from AnyRef

Inherited from Any

Ungrouped