Packages

c

io.citrine.lolo.trees.multitask

MultiTaskTreeLearner

case class MultiTaskTreeLearner(numFeatures: Int = -1, maxDepth: Int = 30, minLeafInstances: Int = 1, randomizePivotLocation: Boolean = false, rng: Random = Random) extends MultiTaskLearner with Product with Serializable

A tree learner that operates on multiple labels.

numFeatures

to random select from at each split (numbers less than 0 indicate that all features are used)

maxDepth

to grow the tree to

minLeafInstances

minimum number of training instances per leaf

randomizePivotLocation

whether to generate splits randomly between the data points

rng

random number generator, for reproducibility

Linear Supertypes
Product, Equals, MultiTaskLearner, Serializable, AnyRef, Any
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  1. MultiTaskTreeLearner
  2. Product
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Instance Constructors

  1. new MultiTaskTreeLearner(numFeatures: Int = -1, maxDepth: Int = 30, minLeafInstances: Int = 1, randomizePivotLocation: Boolean = false, rng: Random = Random)

    numFeatures

    to random select from at each split (numbers less than 0 indicate that all features are used)

    maxDepth

    to grow the tree to

    minLeafInstances

    minimum number of training instances per leaf

    randomizePivotLocation

    whether to generate splits randomly between the data points

    rng

    random number generator, for reproducibility

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 maxDepth: Int
  11. val minLeafInstances: Int
  12. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  13. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  14. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  15. val numFeatures: Int
  16. def productElementNames: Iterator[String]
    Definition Classes
    Product
  17. val randomizePivotLocation: Boolean
  18. val rng: Random
  19. final def synchronized[T0](arg0: => T0): T0
    Definition Classes
    AnyRef
  20. def train(trainingData: Seq[(Vector[Any], Vector[Any])], weights: Option[Seq[Double]]): MultiTaskTreeTrainingResult

    Construct one regression or classification tree for each label.

    Construct one regression or classification tree for each label.

    trainingData

    to train on

    weights

    for the training rows, if applicable

    returns

    sequence of models, one for each label

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

Inherited from Product

Inherited from Equals

Inherited from MultiTaskLearner

Inherited from Serializable

Inherited from AnyRef

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