Packages

class H2OGBMRegressor extends H2OGBM with H2ORegressor with DistributionForRegressionCheck

Linear Supertypes
DistributionForRegressionCheck, H2ORegressor, H2OGBM, DistributionBasedH2OTrainFramePreparation, H2OGBMParams, HasIgnoredCols, HasCalibrationDataFrame, HasMonotoneConstraints, H2OTreeBasedSupervisedAlgorithm[GBMParameters], H2OSupervisedAlgorithmWithFoldColumn[GBMParameters], H2OSupervisedAlgorithm[GBMParameters], H2OAlgorithm[GBMParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, H2OCommonParams, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, H2OBaseMOJOParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Ordering
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  2. By Inheritance
Inherited
  1. H2OGBMRegressor
  2. DistributionForRegressionCheck
  3. H2ORegressor
  4. H2OGBM
  5. DistributionBasedH2OTrainFramePreparation
  6. H2OGBMParams
  7. HasIgnoredCols
  8. HasCalibrationDataFrame
  9. HasMonotoneConstraints
  10. H2OTreeBasedSupervisedAlgorithm
  11. H2OSupervisedAlgorithmWithFoldColumn
  12. H2OSupervisedAlgorithm
  13. H2OAlgorithm
  14. DefaultParamsWritable
  15. MLWritable
  16. H2OTrainFramePreparation
  17. H2OAlgoCommonUtils
  18. EstimatorCommonUtils
  19. RestCommunication
  20. RestEncodingUtils
  21. H2OCommonParams
  22. H2OAlgoParamsBase
  23. H2OFrameLifecycle
  24. ParameterConstructorMethods
  25. H2OBaseMOJOParams
  26. Logging
  27. Estimator
  28. PipelineStage
  29. Logging
  30. Params
  31. Serializable
  32. Serializable
  33. Identifiable
  34. AnyRef
  35. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGBMRegressor()
  2. new H2OGBMRegressor(uid: String)

Type Members

  1. implicit class ParametersExtraMethods extends AnyRef
    Definition Classes
    H2OAlgoParamsBase

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. val aucType: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  7. val balanceClasses: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  8. val binaryModel: Option[H2OBinaryModel]
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils
  9. def booleanParam(name: String, doc: String): BooleanParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  10. val buildTreeOneNode: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  11. val calibrateModel: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  12. val categoricalEncoding: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  13. val checkConstantResponse: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  14. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit
    Definition Classes
    RestCommunication
  15. val classSamplingFactors: NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  16. final def clear(param: Param[_]): H2OGBMRegressor.this.type
    Definition Classes
    Params
  17. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  18. val colSampleRate: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  19. val colSampleRateChangePerLevel: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  20. val colSampleRatePerTree: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  21. final val columnsToCategorical: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  22. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  23. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  24. final val convertInvalidNumbersToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  25. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  26. def convertModelIdToKey(key: String): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  27. final val convertUnknownCategoricalLevelsToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  28. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  29. def copy(extra: ParamMap): H2OGBMRegressor.this.type
    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params
  30. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  31. val customDistributionFunc: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  32. val customMetricFunc: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  33. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  34. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  35. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  36. final val detailedPredictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  37. val distribution: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  38. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  39. def doubleParam(name: String, doc: String): DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  40. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  41. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  42. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  43. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  44. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  45. def explainParams(): String
    Definition Classes
    Params
  46. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  47. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  48. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  49. final val featuresCols: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  50. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  51. def fit(dataset: Dataset[_]): H2OGBMMOJOModel
    Definition Classes
    H2OGBM → H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator
  52. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  53. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  54. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  55. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  56. val foldAssignment: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  57. val foldCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  58. val gainsliftBins: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  59. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  60. def getAucType(): String
    Definition Classes
    H2OGBMParams
  61. def getBalanceClasses(): Boolean
    Definition Classes
    H2OGBMParams
  62. def getBinaryModel(): H2OBinaryModel
    Definition Classes
    H2OAlgoCommonUtils
  63. def getBuildTreeOneNode(): Boolean
    Definition Classes
    H2OGBMParams
  64. def getCalibrateModel(): Boolean
    Definition Classes
    H2OGBMParams
  65. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  66. def getCategoricalEncoding(): String
    Definition Classes
    H2OGBMParams
  67. def getCheckConstantResponse(): Boolean
    Definition Classes
    H2OGBMParams
  68. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  69. def getClassSamplingFactors(): Array[Float]
    Definition Classes
    H2OGBMParams
  70. def getColSampleRate(): Double
    Definition Classes
    H2OGBMParams
  71. def getColSampleRateChangePerLevel(): Double
    Definition Classes
    H2OGBMParams
  72. def getColSampleRatePerTree(): Double
    Definition Classes
    H2OGBMParams
  73. def getColumnsToCategorical(): Array[String]
    Definition Classes
    H2OCommonParams
  74. def getConvertInvalidNumbersToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  75. def getConvertUnknownCategoricalLevelsToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  76. def getCustomDistributionFunc(): String
    Definition Classes
    H2OGBMParams
  77. def getCustomMetricFunc(): String
    Definition Classes
    H2OGBMParams
  78. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  79. def getDetailedPredictionCol(): String
    Definition Classes
    H2OBaseMOJOParams
  80. def getDistribution(): String
    Definition Classes
    H2OGBMParams
  81. def getExportCheckpointsDir(): String
    Definition Classes
    H2OGBMParams
  82. def getFeaturesCols(): Array[String]
    Definition Classes
    H2OCommonParams → H2OBaseMOJOParams
  83. def getFoldAssignment(): String
    Definition Classes
    H2OGBMParams
  84. def getFoldCol(): String
    Definition Classes
    H2OGBMParams
  85. def getGainsliftBins(): Int
    Definition Classes
    H2OGBMParams
  86. def getHistogramType(): String
    Definition Classes
    H2OGBMParams
  87. def getHuberAlpha(): Double
    Definition Classes
    H2OGBMParams
  88. def getIgnoreConstCols(): Boolean
    Definition Classes
    H2OGBMParams
  89. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  90. def getKeepCrossValidationFoldAssignment(): Boolean
    Definition Classes
    H2OGBMParams
  91. def getKeepCrossValidationModels(): Boolean
    Definition Classes
    H2OGBMParams
  92. def getKeepCrossValidationPredictions(): Boolean
    Definition Classes
    H2OGBMParams
  93. def getLabelCol(): String
    Definition Classes
    H2OGBMParams
  94. def getLearnRate(): Double
    Definition Classes
    H2OGBMParams
  95. def getLearnRateAnnealing(): Double
    Definition Classes
    H2OGBMParams
  96. def getMaxAbsLeafnodePred(): Double
    Definition Classes
    H2OGBMParams
  97. def getMaxAfterBalanceSize(): Float
    Definition Classes
    H2OGBMParams
  98. def getMaxConfusionMatrixSize(): Int
    Definition Classes
    H2OGBMParams
  99. def getMaxDepth(): Int
    Definition Classes
    H2OGBMParams
  100. def getMaxRuntimeSecs(): Double
    Definition Classes
    H2OGBMParams
  101. def getMinRows(): Double
    Definition Classes
    H2OGBMParams
  102. def getMinSplitImprovement(): Double
    Definition Classes
    H2OGBMParams
  103. def getModelId(): String
    Definition Classes
    H2OGBMParams
  104. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  105. def getNamedMojoOutputColumns(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  106. def getNbins(): Int
    Definition Classes
    H2OGBMParams
  107. def getNbinsCats(): Int
    Definition Classes
    H2OGBMParams
  108. def getNbinsTopLevel(): Int
    Definition Classes
    H2OGBMParams
  109. def getNfolds(): Int
    Definition Classes
    H2OGBMParams
  110. def getNtrees(): Int
    Definition Classes
    H2OGBMParams
  111. def getOffsetCol(): String
    Definition Classes
    H2OGBMParams
  112. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  113. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  114. def getPredNoiseBandwidth(): Double
    Definition Classes
    H2OGBMParams
  115. def getPredictionCol(): String
    Definition Classes
    H2OBaseMOJOParams
  116. def getQuantileAlpha(): Double
    Definition Classes
    H2OGBMParams
  117. def getSampleRate(): Double
    Definition Classes
    H2OGBMParams
  118. def getSampleRatePerClass(): Array[Double]
    Definition Classes
    H2OGBMParams
  119. def getScoreEachIteration(): Boolean
    Definition Classes
    H2OGBMParams
  120. def getScoreTreeInterval(): Int
    Definition Classes
    H2OGBMParams
  121. def getSeed(): Long
    Definition Classes
    H2OGBMParams
  122. def getSplitRatio(): Double
    Definition Classes
    H2OCommonParams
  123. def getStoppingMetric(): String
    Definition Classes
    H2OGBMParams
  124. def getStoppingRounds(): Int
    Definition Classes
    H2OGBMParams
  125. def getStoppingTolerance(): Double
    Definition Classes
    H2OGBMParams
  126. def getTweediePower(): Double
    Definition Classes
    H2OGBMParams
  127. def getValidationDataFrame(): DataFrame
    Definition Classes
    H2OCommonParams
  128. def getWeightCol(): String
    Definition Classes
    H2OGBMParams
  129. def getWithContributions(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  130. def getWithLeafNodeAssignments(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  131. def getWithStageResults(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  132. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  133. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  134. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  135. val histogramType: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  136. val huberAlpha: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  137. val ignoreConstCols: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  138. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  139. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  140. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  141. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream
    Definition Classes
    RestCommunication
  142. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  143. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  144. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  145. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  146. def isPrimitiveType(value: Any): Boolean
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  147. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  148. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  149. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  150. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  151. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  152. val labelCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  153. val learnRate: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  154. val learnRateAnnealing: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  155. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  156. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  157. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  158. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  159. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  160. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  161. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  162. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  163. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  164. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  165. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  166. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  167. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  168. val maxAbsLeafnodePred: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  169. val maxAfterBalanceSize: FloatParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  170. val maxConfusionMatrixSize: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  171. val maxDepth: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  172. val maxRuntimeSecs: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  173. val minRows: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  174. val minSplitImprovement: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  175. val modelId: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  176. final val namedMojoOutputColumns: Param[Boolean]
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  177. val nbins: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  178. val nbinsCats: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  179. val nbinsTopLevel: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  180. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  181. val nfolds: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  182. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  183. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  184. val ntrees: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  185. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  186. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  187. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  188. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  189. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  190. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  191. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  192. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  193. val offsetCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  194. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  195. def paramTag: ClassTag[GBMParameters]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  196. var parameters: GBMParameters
    Attributes
    protected
    Definition Classes
    H2OAlgorithm
  197. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  198. val predNoiseBandwidth: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  199. final val predictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  200. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit
    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation
  201. val quantileAlpha: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  202. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  203. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean, file: Option[String], confirmationLoggingLevel: LoggingLevel): InputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  204. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean, confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  205. val sampleRate: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  206. val sampleRatePerClass: NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  207. def sanitize(colName: String): String
    Definition Classes
    H2OAlgoCommonUtils
  208. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  209. val scoreEachIteration: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  210. val scoreTreeInterval: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  211. val seed: LongParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  212. final def set(paramPair: ParamPair[_]): H2OGBMRegressor.this.type
    Attributes
    protected
    Definition Classes
    Params
  213. final def set(param: String, value: Any): H2OGBMRegressor.this.type
    Attributes
    protected
    Definition Classes
    Params
  214. final def set[T](param: Param[T], value: T): H2OGBMRegressor.this.type
    Definition Classes
    Params
  215. def setAucType(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  216. def setBalanceClasses(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  217. def setBuildTreeOneNode(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  218. def setCalibrateModel(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  219. def setCalibrationDataFrame(value: DataFrame): H2OGBMRegressor.this.type
    Definition Classes
    HasCalibrationDataFrame
  220. def setCategoricalEncoding(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  221. def setCheckConstantResponse(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  222. def setClassSamplingFactors(value: Array[Float]): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  223. def setColSampleRate(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  224. def setColSampleRateChangePerLevel(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  225. def setColSampleRatePerTree(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  226. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  227. def setColumnsToCategorical(columns: Array[String]): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  228. def setColumnsToCategorical(first: String, others: String*): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  229. def setConvertInvalidNumbersToNa(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  230. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  231. def setCustomDistributionFunc(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  232. def setCustomMetricFunc(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  233. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMRegressor.this.type
    Attributes
    protected
    Definition Classes
    Params
  234. final def setDefault[T](param: Param[T], value: T): H2OGBMRegressor.this.type
    Attributes
    protected
    Definition Classes
    Params
  235. def setDetailedPredictionCol(columnName: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  236. def setDistribution(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  237. def setExportCheckpointsDir(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  238. def setFeaturesCol(first: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  239. def setFeaturesCols(columnNames: ArrayList[String]): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  240. def setFeaturesCols(columnNames: Array[String]): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  241. def setFeaturesCols(first: String, others: String*): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  242. def setFoldAssignment(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  243. def setFoldCol(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  244. def setGainsliftBins(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  245. def setHistogramType(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  246. def setHuberAlpha(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  247. def setIgnoreConstCols(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  248. def setIgnoredCols(value: Array[String]): H2OGBMRegressor.this.type
    Definition Classes
    HasIgnoredCols
  249. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  250. def setKeepCrossValidationModels(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  251. def setKeepCrossValidationPredictions(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  252. def setLabelCol(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  253. def setLearnRate(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  254. def setLearnRateAnnealing(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  255. def setMaxAbsLeafnodePred(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  256. def setMaxAfterBalanceSize(value: Float): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  257. def setMaxConfusionMatrixSize(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  258. def setMaxDepth(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  259. def setMaxRuntimeSecs(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  260. def setMinRows(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  261. def setMinSplitImprovement(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  262. def setModelId(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  263. def setMonotoneConstraints(value: Map[String, Double]): H2OGBMRegressor.this.type
    Definition Classes
    HasMonotoneConstraints
  264. def setNamedMojoOutputColumns(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  265. def setNbins(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  266. def setNbinsCats(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  267. def setNbinsTopLevel(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  268. def setNfolds(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  269. def setNtrees(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  270. def setOffsetCol(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  271. def setPredNoiseBandwidth(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  272. def setPredictionCol(columnName: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  273. def setQuantileAlpha(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  274. def setSampleRate(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  275. def setSampleRatePerClass(value: Array[Double]): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  276. def setScoreEachIteration(value: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  277. def setScoreTreeInterval(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  278. def setSeed(value: Long): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  279. def setSplitRatio(ratio: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  280. def setStoppingMetric(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  281. def setStoppingRounds(value: Int): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  282. def setStoppingTolerance(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  283. def setTweediePower(value: Double): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  284. def setValidationDataFrame(dataFrame: DataFrame): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  285. def setWeightCol(value: String): H2OGBMRegressor.this.type
    Definition Classes
    H2OGBMParams
  286. def setWithContributions(enabled: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  287. def setWithDetailedPredictionCol(enabled: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )
  288. def setWithLeafNodeAssignments(enabled: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  289. def setWithStageResults(enabled: Boolean): H2OGBMRegressor.this.type
    Definition Classes
    H2OCommonParams
  290. final val splitRatio: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  291. val stoppingMetric: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  292. val stoppingRounds: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  293. val stoppingTolerance: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  294. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  295. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  296. def stringify(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  297. def stringifyArray(arr: Array[_]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  298. def stringifyMap(map: Map[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  299. def stringifyPair(pair: Tuple2[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  300. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  301. def stringifyPrimitiveParam(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  302. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  303. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  304. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  305. def transformSchema(schema: StructType): StructType
    Definition Classes
    H2OSupervisedAlgorithmWithFoldColumn → H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()
  306. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  307. val tweediePower: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  308. val uid: String
    Definition Classes
    H2OGBMRegressor → H2OGBM → Identifiable
  309. def update[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  310. final val validationDataFrame: NullableDataFrameParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  311. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  312. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  313. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  314. val weightCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  315. final val withContributions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  316. final val withDetailedPredictionCol: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  317. final val withLeafNodeAssignments: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  318. final val withStageResults: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  319. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable
  320. object LoggingLevel extends Enumeration
    Definition Classes
    RestCommunication

Deprecated Value Members

  1. def getWithDetailedPredictionCol(): Boolean
    Definition Classes
    H2OBaseMOJOParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from DistributionForRegressionCheck

Inherited from H2ORegressor

Inherited from H2OGBM

Inherited from DistributionBasedH2OTrainFramePreparation

Inherited from H2OGBMParams

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasMonotoneConstraints

Inherited from H2OTreeBasedSupervisedAlgorithm[GBMParameters]

Inherited from H2OSupervisedAlgorithmWithFoldColumn[GBMParameters]

Inherited from H2OSupervisedAlgorithm[GBMParameters]

Inherited from H2OAlgorithm[GBMParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from H2OCommonParams

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from H2OBaseMOJOParams

Inherited from Logging

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped