Class

org.apache.spark.ml.recommendation

TfIdfKNN

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class TfIdfKNN extends Estimator[TfIdfKNNModel] with _TfIdfKNN with DefaultParamsWritable

Collaborative filtering through user-based k-nearest neighbours, using TF-IDF weighting for user similarity.

Linear Supertypes
DefaultParamsWritable, MLWritable, _TfIdfKNN, KNNParams, HasPredictionCol, Estimator[TfIdfKNNModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. TfIdfKNN
  2. DefaultParamsWritable
  3. MLWritable
  4. _TfIdfKNN
  5. KNNParams
  6. HasPredictionCol
  7. Estimator
  8. PipelineStage
  9. Logging
  10. Params
  11. Serializable
  12. Serializable
  13. Identifiable
  14. AnyRef
  15. Any
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Visibility
  1. Public
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Instance Constructors

  1. new TfIdfKNN()

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  2. new TfIdfKNN(uid: String)

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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 $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  6. final def clear(param: Param[_]): TfIdfKNN.this.type

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    Definition Classes
    Params
  7. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  8. def copy(extra: ParamMap): Estimator[TfIdfKNNModel]

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    Definition Classes
    TfIdfKNN → Estimator → PipelineStage → Params
  9. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  10. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  11. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  12. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  13. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  14. def explainParams(): String

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    Definition Classes
    Params
  15. final def extractParamMap(): ParamMap

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    Definition Classes
    Params
  16. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params
  17. final val filterUserItems: BooleanParam

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    Whether the items of a user should be filtered from the recommendations for the user Default: false

    Whether the items of a user should be filtered from the recommendations for the user Default: false

    Definition Classes
    KNNParams
  18. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  19. def fit(dataset: Dataset[_]): TfIdfKNNModel

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    Definition Classes
    TfIdfKNN → Estimator
  20. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[TfIdfKNNModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  21. def fit(dataset: Dataset[_], paramMap: ParamMap): TfIdfKNNModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  22. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): TfIdfKNNModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  23. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  24. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  25. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  26. def getFilterUserItems: Boolean

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    Definition Classes
    KNNParams
  27. def getItemCol: String

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    Definition Classes
    KNNParams
  28. def getK: Int

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    Definition Classes
    KNNParams
  29. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  30. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  31. final def getPredictionCol: String

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    Definition Classes
    HasPredictionCol
  32. def getUserCol: String

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    Definition Classes
    KNNParams
  33. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params
  34. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params
  35. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  36. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  37. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  38. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params
  39. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  40. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params
  41. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  42. final val itemCol: Param[String]

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    The name of the item id column of integers from 0 to number of items in training dataset Default: "itemid"

    The name of the item id column of integers from 0 to number of items in training dataset Default: "itemid"

    Definition Classes
    KNNParams
  43. final val k: IntParam

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    The number of nearest neighbours Default: 150

    The number of nearest neighbours Default: 150

    Definition Classes
    KNNParams
  44. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging
  45. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  46. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  47. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  48. def logError(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  49. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  50. def logInfo(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  51. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging
  52. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  53. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  54. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  55. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  56. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  57. final def notify(): Unit

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    Definition Classes
    AnyRef
  58. final def notifyAll(): Unit

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    Definition Classes
    AnyRef
  59. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  60. final val predictionCol: Param[String]

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    Definition Classes
    HasPredictionCol
  61. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  62. final def set(paramPair: ParamPair[_]): TfIdfKNN.this.type

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    Attributes
    protected
    Definition Classes
    Params
  63. final def set(param: String, value: Any): TfIdfKNN.this.type

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    Attributes
    protected
    Definition Classes
    Params
  64. final def set[T](param: Param[T], value: T): TfIdfKNN.this.type

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    Definition Classes
    Params
  65. final def setDefault(paramPairs: ParamPair[_]*): TfIdfKNN.this.type

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    Attributes
    protected
    Definition Classes
    Params
  66. final def setDefault[T](param: Param[T], value: T): TfIdfKNN.this.type

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    Attributes
    protected
    Definition Classes
    Params
  67. def setFilterUserItems(value: Boolean): TfIdfKNN.this.type

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  68. def setK(value: Int): TfIdfKNN.this.type

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

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    Definition Classes
    AnyRef
  70. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  71. def toTfIdf(idfDf: DataFrame): DataFrame

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    Definition Classes
    _TfIdfKNN
  72. def transformSchema(schema: StructType): StructType

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    Definition Classes
    TfIdfKNN → PipelineStage
  73. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  74. val uid: String

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    Definition Classes
    TfIdfKNN → Identifiable
  75. final val userCol: Param[String]

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    The name of the user id column of integers Default: "userid"

    The name of the user id column of integers Default: "userid"

    Definition Classes
    KNNParams
  76. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  77. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  78. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  79. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from _TfIdfKNN

Inherited from KNNParams

Inherited from HasPredictionCol

Inherited from Estimator[TfIdfKNNModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

param

setParam

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