Class

com.github.cloudml.zen.ml.regression

LogisticRegressionSGD

Related Doc: package regression

Permalink

class LogisticRegressionSGD extends LogisticRegression

Linear Supertypes
LogisticRegression, Logging, Serializable, Serializable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By inheritance
Inherited
  1. LogisticRegressionSGD
  2. LogisticRegression
  3. Logging
  4. Serializable
  5. Serializable
  6. AnyRef
  7. Any
  1. Hide All
  2. Show all
Visibility
  1. Public
  2. All

Instance Constructors

  1. new LogisticRegressionSGD(input: RDD[(VertexId, LabeledPoint)], stepSize: Double = 1e-4, regParam: Double = 0.0, useAdaGrad: Boolean = false, storageLevel: StorageLevel = StorageLevel.MEMORY_AND_DISK)

    Permalink

  2. new LogisticRegressionSGD(dataSet_: Graph[VD, ED], stepSize_: Double, regParam_: Double, useAdaGrad_: Boolean, storageLevel_: StorageLevel)

    Permalink

Value Members

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

    Permalink
    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

    Permalink
    Definition Classes
    AnyRef → Any

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

    Permalink
    Definition Classes
    AnyRef → Any

  4. def adaDelta(deltaSum: VertexRDD[Array[Double]], gradient: VertexRDD[Double], epsilon: Double, rho: Double): VertexRDD[Array[Double]]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  5. def adaGrad(gradientSum: VertexRDD[Double], gradient: VertexRDD[Double], epsilon: Double, rho: Double): VertexRDD[Array[Double]]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  6. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any

  7. def backward(q: VertexRDD[VD], iter: Int): VertexRDD[Double]

    Permalink
    Attributes
    protected[com.github.cloudml.zen.ml]
    Definition Classes
    LogisticRegressionSGD → LogisticRegression

  8. def checkpointGradientSum(): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  9. var checkpointInterval: Int

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  10. def checkpointVertices(): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  11. def clone(): AnyRef

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

  12. var dataSet: Graph[VD, ED]

    Permalink
    Definition Classes
    LogisticRegression

  13. var deltaSum: VertexRDD[Array[Double]]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  14. var edges: EdgeRDDImpl[ED, VD]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

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

    Permalink
    Definition Classes
    AnyRef

  16. def equals(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  17. def features: VertexRDD[VD]

    Permalink
    Definition Classes
    LogisticRegression

  18. def finalize(): Unit

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

  19. def forward(iter: Int): VertexRDD[VD]

    Permalink
    Attributes
    protected[com.github.cloudml.zen.ml]
    Definition Classes
    LogisticRegressionSGD → LogisticRegression

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

    Permalink
    Definition Classes
    AnyRef → Any

  21. var gradient: VertexRDD[Double]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  22. var gradientSum: VertexRDD[Double]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  23. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  24. var innerIter: Int

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  25. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any

  26. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  27. def log: Logger

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  28. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  29. def logDebug(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  30. def logError(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  31. def logError(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  32. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  33. def logInfo(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  34. def logName: String

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  35. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  36. def logTrace(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  37. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  38. def logWarning(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  39. def loss(q: VertexRDD[VD]): Double

    Permalink
    Attributes
    protected[com.github.cloudml.zen.ml]
    Definition Classes
    LogisticRegressionSGD → LogisticRegression

  40. var margin: VertexRDD[Double]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

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

    Permalink
    Definition Classes
    AnyRef

  42. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef

  43. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

  44. val numFeatures: Long

    Permalink
    Definition Classes
    LogisticRegression

  45. val numSamples: Long

    Permalink
    Definition Classes
    LogisticRegression

  46. var previousVertices: VertexRDD[VD]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  47. var regParam: Double

    Permalink
    Definition Classes
    LogisticRegression

  48. def run(iterations: Int): Unit

    Permalink
    Definition Classes
    LogisticRegression

  49. def samples: VertexRDD[VD]

    Permalink
    Definition Classes
    LogisticRegression

  50. def saveModel(): LogisticRegressionModel

    Permalink
    Definition Classes
    LogisticRegression

  51. def setAdaGrad(useAdaGrad: Boolean): LogisticRegressionSGD.this.type

    Permalink
    Definition Classes
    LogisticRegression

  52. def setCheckpointInterval(interval: Int): LogisticRegressionSGD.this.type

    Permalink
    Definition Classes
    LogisticRegression

  53. def setRegParam(regParam: Double): LogisticRegressionSGD.this.type

    Permalink
    Definition Classes
    LogisticRegression

  54. def setStepSize(stepSize: Double): LogisticRegressionSGD.this.type

    Permalink
    Definition Classes
    LogisticRegression

  55. var stepSize: Double

    Permalink
    Definition Classes
    LogisticRegression

  56. var storageLevel: StorageLevel

    Permalink
    Definition Classes
    LogisticRegression

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

    Permalink
    Definition Classes
    AnyRef

  58. def thisIterStepSize(iter: Int): Double

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  59. def toString(): String

    Permalink
    Definition Classes
    AnyRef → Any

  60. def unpersistVertices(): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegressionSGD → LogisticRegression

  61. def updateDeltaSum(gradient: VertexRDD[Double], iter: Int): VertexRDD[Double]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  62. def updateGradientSum(gradient: VertexRDD[Double], iter: Int): VertexRDD[Double]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  63. def updateWeight(delta: VertexRDD[Double], iter: Int, thisIterStepSize: Double, thisIterL1StepSize: Double): VertexRDD[Double]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  64. var useAdaGrad: Boolean

    Permalink
    Definition Classes
    LogisticRegression

  65. var vertices: VertexRDD[VD]

    Permalink
    Attributes
    protected
    Definition Classes
    LogisticRegression

  66. final def wait(): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from LogisticRegression

Inherited from Logging

Inherited from Serializable

Inherited from Serializable

Inherited from AnyRef

Inherited from Any

Ungrouped