org.apache.spark.streamdm.clusterers.clusters

BucketManager

class BucketManager extends Clusters

Data structure for managing all buckets for streamKM++ algorithm. The structure will extract maxsize coreset examples from n examples. When a new example occurs on the stream, the BucketManager is tasked with updating its corresponding buckets.

Linear Supertypes
Clusters, Model, Serializable, Serializable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By inheritance
Inherited
  1. BucketManager
  2. Clusters
  3. Model
  4. Serializable
  5. Serializable
  6. AnyRef
  7. Any
  1. Hide All
  2. Show all
Learn more about member selection
Visibility
  1. Public
  2. All

Instance Constructors

  1. new BucketManager(n: Int, maxsize: Int)

Type Members

  1. class Bucket extends Serializable

    Inner class Bucket for new instance management, this class has two buffers for recursively computing the coresets.

  2. type T = BucketManager

    Definition Classes
    BucketManager → Clusters → Model

Value Members

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

    Definition Classes
    AnyRef

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

    Definition Classes
    Any

  3. final def ##(): Int

    Definition Classes
    AnyRef → Any

  4. final def ==(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef

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

    Definition Classes
    Any

  6. val L: Int

  7. final def asInstanceOf[T0]: T0

    Definition Classes
    Any

  8. val buckets: Array[Bucket]

  9. def clone(): AnyRef

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

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

    Definition Classes
    AnyRef

  11. def equals(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  12. def finalize(): Unit

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

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

    Definition Classes
    AnyRef → Any

  14. def getCoreset: Array[Example]

    Return an array of weighted examples corresponding to the coreset extracted from the TreeCoreset data structure, in order to be used in k-means.

    Return an array of weighted examples corresponding to the coreset extracted from the TreeCoreset data structure, in order to be used in k-means.

    The following two cases can occur:

    • if the last bucket is full, return the contents of the last bucket
    • if the last bucket is not full, recursively compute a coreset from all nonempty buckets
    returns

    the coreset for the examples entered into the buckets.

  15. def hashCode(): Int

    Definition Classes
    AnyRef → Any

  16. final def isInstanceOf[T0]: Boolean

    Definition Classes
    Any

  17. val maxsize: Int

  18. val n: Int

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

    Definition Classes
    AnyRef

  20. final def notify(): Unit

    Definition Classes
    AnyRef

  21. final def notifyAll(): Unit

    Definition Classes
    AnyRef

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

    Definition Classes
    AnyRef

  23. def toString(): String

    Definition Classes
    AnyRef → Any

  24. def update(change: Example): BucketManager

    Update the BucketManager, depending on the Example given

    Update the BucketManager, depending on the Example given

    change

    the input Example

    returns

    the updated BucketManger object

    Definition Classes
    BucketManager → Clusters → Model

  25. final def wait(): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from Clusters

Inherited from Model

Inherited from Serializable

Inherited from Serializable

Inherited from AnyRef

Inherited from Any

Ungrouped