Class/Object

axle.ml

KMeans

Related Docs: object KMeans | package ml

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case class KMeans[T, F, G, M](data: F, N: Int, featureExtractor: (T) ⇒ Seq[Double], normalizerMaker: (M) ⇒ Normalize[M], constructor: (Seq[Double]) ⇒ T, K: Int, iterations: Int)(implicit evidence$1: Eq[T], space: MetricSpace[M, Double], functor: Functor[F, T, Seq[Double], G], la: LinearAlgebra[M, Int, Int, Double], index: Indexed[G, Int, Seq[Double]], finite: Finite[F, Int]) extends (T) ⇒ Int with Product with Serializable

KMeans

T

type of the objects being classified

Linear Supertypes
Serializable, Serializable, Product, Equals, (T) ⇒ Int, AnyRef, Any
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Inherited
  1. KMeans
  2. Serializable
  3. Serializable
  4. Product
  5. Equals
  6. Function1
  7. AnyRef
  8. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new KMeans(data: F, N: Int, featureExtractor: (T) ⇒ Seq[Double], normalizerMaker: (M) ⇒ Normalize[M], constructor: (Seq[Double]) ⇒ T, K: Int, iterations: Int)(implicit arg0: Eq[T], space: MetricSpace[M, Double], functor: Functor[F, T, Seq[Double], G], la: LinearAlgebra[M, Int, Int, Double], index: Indexed[G, Int, Seq[Double]], finite: Finite[F, Int])

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Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any

  3. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  4. val K: Int

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  5. val N: Int

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  6. val X: M

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  7. val a: M

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  8. def andThen[A](g: (Int) ⇒ A): (T) ⇒ A

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    Definition Classes
    Function1
    Annotations
    @unspecialized()

  9. def apply(observation: T): Int

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    Definition Classes
    KMeans → Function1

  10. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  11. val assignmentLog: Seq[M]

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  12. def assignmentsAndDistances(space: MetricSpace[M, Double], X: M, μ: M): (M, M)

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    assignmentsAndDistances

    assignmentsAndDistances

    μ

    Returns: N x 1 matrix: indexes of centroids closest to xi N x 1 matrix: distances to those centroids

  13. def centroidIndexAndDistanceClosestTo(space: MetricSpace[M, Double], μ: M, x: M): (Int, Double)

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    centroidIndexAndDistanceClosestTo

  14. def centroids(X: M, K: Int, assignments: M): (M, Seq[Int])

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    centroids

    centroids

    X

    M x N scaled feature matrix

    K

    number of centroids

  15. def classes: Range

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  16. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  17. def clusterLA(X: M, space: MetricSpace[M, Double], K: Int, iterations: Int): Seq[(M, M, M)]

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    clusterLA

    clusterLA

    X

    (normalized feature matrix)

  18. def compose[A](g: (A) ⇒ T): (A) ⇒ Int

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    Definition Classes
    Function1
    Annotations
    @unspecialized()

  19. val constructor: (Seq[Double]) ⇒ T

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  20. val d: M

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  21. val data: F

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  22. val distanceLog: Seq[M]

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  23. def distanceLogSeries: List[(String, TreeMap[Int, Double])]

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  24. def distanceTreeMap(centroidId: Int): TreeMap[Int, Double]

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  25. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef

  26. def exemplar(i: Int): T

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  27. val exemplars: List[T]

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  28. val featureExtractor: (T) ⇒ Seq[Double]

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  29. val featureMatrix: M

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  30. val features: G

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  31. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  32. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any

  33. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  34. val iterations: Int

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  35. implicit val la: LinearAlgebra[M, Int, Int, Double]

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  36. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef

  37. val normalizer: Normalize[M]

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  38. val normalizerMaker: (M) ⇒ Normalize[M]

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  39. final def notify(): Unit

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    Definition Classes
    AnyRef

  40. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  41. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef

  42. def toString(): String

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    Definition Classes
    Function1 → AnyRef → Any

  43. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  44. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  45. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  46. val μ: M

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  47. val μads: Seq[(M, M, M)]

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Inherited from Serializable

Inherited from Serializable

Inherited from Product

Inherited from Equals

Inherited from (T) ⇒ Int

Inherited from AnyRef

Inherited from Any

Ungrouped