Class/Object

au.csiro.variantspark.api

ImportanceAnalysis

Related Docs: object ImportanceAnalysis | package api

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class ImportanceAnalysis extends AnyRef

A class to represent an instance of the Importance Analysis

Example:
  1. class ImportanceAnalysis(featureSource, labelSource, nTrees = 1000)

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Instance Constructors

  1. new ImportanceAnalysis(sqlContext: SQLContext, featureSource: FeatureSource, labelSource: LabelSource, rfParams: RandomForestParams, nTrees: Int, rfBatchSize: Int, varOrdinalLevels: Int)

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    Create a new Importance Analysis by specifying the parameters listed below

    Create a new Importance Analysis by specifying the parameters listed below

    sqlContext

    The SQL context.

    featureSource

    The feature source.

    labelSource

    The label source.

    rfParams

    The Random Forest parameters.

    nTrees

    The number of Decision Trees.

    rfBatchSize

    The batch size of the Random Forest

    varOrdinalLevels

    The level of ordinal

Value Members

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

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  2. final def ##(): Int

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

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  4. final def asInstanceOf[T0]: T0

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  5. def clone(): AnyRef

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

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  7. def equals(arg0: Any): Boolean

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  8. val featureSource: FeatureSource

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    The feature source.

  9. def finalize(): Unit

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

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  11. def hashCode(): Int

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  12. def importantVariables(nTopLimit: Int = 100): Seq[(String, Double)]

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  13. final def isInstanceOf[T0]: Boolean

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  14. val labelSource: LabelSource

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    The label source.

  15. val nTrees: Int

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    The number of Decision Trees.

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

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  17. final def notify(): Unit

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  18. final def notifyAll(): Unit

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  19. val rfBatchSize: Int

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    The batch size of the Random Forest

  20. lazy val rfModel: RandomForestModel[Array[Byte]]

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  21. val rfParams: RandomForestParams

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    The Random Forest parameters.

  22. val sqlContext: SQLContext

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    The SQL context.

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

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  24. def toString(): String

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  25. def variableImportance: DataFrame

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  26. val variableImportanceSchema: StructType

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  27. final def wait(): Unit

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

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

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