com.github.cloudml.zen.ml.regression

LogisticRegressionMIS

class LogisticRegressionMIS extends LogisticRegression

Linear Supertypes
LogisticRegression, Logging, Serializable, Serializable, AnyRef, Any
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Inherited
  1. LogisticRegressionMIS
  2. LogisticRegression
  3. Logging
  4. Serializable
  5. Serializable
  6. AnyRef
  7. Any
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Instance Constructors

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

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

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

    Attributes
    protected
    Definition Classes
    LogisticRegression

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

    Attributes
    protected
    Definition Classes
    LogisticRegression

  8. final def asInstanceOf[T0]: T0

    Definition Classes
    Any

  9. def backward(z: VertexRDD[VD], iter: Int): VertexRDD[Double]

    Attributes
    protected
    Definition Classes
    LogisticRegressionMIS → LogisticRegression

  10. def checkpointGradientSum(): Unit

    Attributes
    protected
    Definition Classes
    LogisticRegression

  11. var checkpointInterval: Int

    Attributes
    protected
    Definition Classes
    LogisticRegression

  12. def checkpointVertices(): Unit

    Attributes
    protected
    Definition Classes
    LogisticRegression

  13. def clone(): AnyRef

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

  14. var dataSet: Graph[VD, ED]

    Definition Classes
    LogisticRegression

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

    Attributes
    protected
    Definition Classes
    LogisticRegression

  16. var edges: EdgeRDDImpl[ED, VD]

    Attributes
    protected
    Definition Classes
    LogisticRegression

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

    Definition Classes
    AnyRef

  18. def equals(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  19. def features: VertexRDD[VD]

    Definition Classes
    LogisticRegression

  20. def finalize(): Unit

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

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

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

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

    Definition Classes
    AnyRef → Any

  23. var gradient: VertexRDD[Double]

    Attributes
    protected
    Definition Classes
    LogisticRegression

  24. var gradientSum: VertexRDD[Double]

    Attributes
    protected
    Definition Classes
    LogisticRegression

  25. def hashCode(): Int

    Definition Classes
    AnyRef → Any

  26. var innerIter: Int

    Attributes
    protected
    Definition Classes
    LogisticRegression

  27. final def isInstanceOf[T0]: Boolean

    Definition Classes
    Any

  28. def isTraceEnabled(): Boolean

    Attributes
    protected
    Definition Classes
    Logging

  29. def log: Logger

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

  36. def logName: String

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

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

    Attributes
    protected
    Definition Classes
    Logging

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

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

  42. var margin: VertexRDD[Double]

    Attributes
    protected
    Definition Classes
    LogisticRegression

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

    Definition Classes
    AnyRef

  44. final def notify(): Unit

    Definition Classes
    AnyRef

  45. final def notifyAll(): Unit

    Definition Classes
    AnyRef

  46. val numFeatures: Long

    Definition Classes
    LogisticRegression

  47. val numSamples: Long

    Definition Classes
    LogisticRegression

  48. var previousVertices: VertexRDD[VD]

    Attributes
    protected
    Definition Classes
    LogisticRegression

  49. var regParam: Double

    Definition Classes
    LogisticRegression

  50. def run(iterations: Int): Unit

    Definition Classes
    LogisticRegression

  51. def samples: VertexRDD[VD]

    Definition Classes
    LogisticRegression

  52. def saveModel(): LogisticRegressionModel

    Definition Classes
    LogisticRegression

  53. def setAdaGrad(useAdaGrad: Boolean): LogisticRegressionMIS.this.type

    Definition Classes
    LogisticRegression

  54. def setCheckpointInterval(interval: Int): LogisticRegressionMIS.this.type

    Definition Classes
    LogisticRegression

  55. def setEpsilon(eps: Double): LogisticRegressionMIS.this.type

  56. def setRegParam(regParam: Double): LogisticRegressionMIS.this.type

    Definition Classes
    LogisticRegression

  57. def setStepSize(stepSize: Double): LogisticRegressionMIS.this.type

    Definition Classes
    LogisticRegression

  58. var stepSize: Double

    Definition Classes
    LogisticRegression

  59. var storageLevel: StorageLevel

    Definition Classes
    LogisticRegression

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

    Definition Classes
    AnyRef

  61. def thisIterStepSize(iter: Int): Double

    Attributes
    protected
    Definition Classes
    LogisticRegressionMIS → LogisticRegression

  62. def toString(): String

    Definition Classes
    AnyRef → Any

  63. def unpersistVertices(): Unit

    Attributes
    protected
    Definition Classes
    LogisticRegressionMIS → LogisticRegression

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

    Attributes
    protected
    Definition Classes
    LogisticRegression

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

    Attributes
    protected
    Definition Classes
    LogisticRegression

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

    Attributes
    protected
    Definition Classes
    LogisticRegression

  67. var useAdaGrad: Boolean

    Definition Classes
    LogisticRegression

  68. var vertices: VertexRDD[VD]

    Attributes
    protected
    Definition Classes
    LogisticRegression

  69. final def wait(): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from LogisticRegression

Inherited from Logging

Inherited from Serializable

Inherited from Serializable

Inherited from AnyRef

Inherited from Any

Ungrouped