regression

Type Members

class IsotonicRegressionCalibrator extends OpBinaryEstimatorWrapper[RealNN, RealNN, RealNN, IsotonicRegression, IsotonicRegressionModel]

Isotonic regression calibrator.
Isotonic regression calibrator.
Uses org.apache.spark.ml.regression.IsotonicRegression, which supports only univariate (single feature) models.
class OpDecisionTreeRegressionModel extends OpPredictionModel[DecisionTreeRegressionModel]

Class that takes in a spark DecisionTreeRegressionModel and wraps it into an OP model which returns a Prediction feature
class OpDecisionTreeRegressor extends OpPredictorWrapper[DecisionTreeRegressor, DecisionTreeRegressionModel] with OpDecisionTreeRegressorParams

Wrapper for spark Decision Tree Regressor org.apache.spark.ml.regression.DecisionTreeRegressor
class OpGBTRegressionModel extends OpPredictionModel[GBTRegressionModel]

Class that takes in a spark GBTRegressionModel and wraps it into an OP model which returns a Prediction feature
class OpGBTRegressor extends OpPredictorWrapper[GBTRegressor, GBTRegressionModel] with OpGBTRegressorParams

Wrapper for spark GBT Regressor org.apache.spark.ml.regression.GBTRegressor
class OpGeneralizedLinearRegression extends OpPredictorWrapper[GeneralizedLinearRegression, GeneralizedLinearRegressionModel] with OpGeneralizedLinearRegressionParams

Wrapper for spark Generalized Regression org.apache.spark.ml.regression.GeneralizedLinearRegression
class OpGeneralizedLinearRegressionModel extends OpPredictorWrapperModel[GeneralizedLinearRegressionModel]

Class that takes in a spark GeneralizedLinearRegressionModel and wraps it into an OP model which returns a Prediction feature
class OpLinearRegression extends OpPredictorWrapper[LinearRegression, LinearRegressionModel] with OpLinearRegressionParams

Wrapper around spark ml linear regression org.apache.spark.ml.regression.LinearRegression
class OpLinearRegressionModel extends OpPredictionModel[LinearRegressionModel]

Class that takes in a spark LinearRegressionModel and wraps it into an OP model which returns a Prediction feature
class OpRandomForestRegressionModel extends OpPredictionModel[RandomForestRegressionModel]

Class that takes in a spark RandomForestRegressionModel and wraps it into an OP model which returns a Prediction feature
class OpRandomForestRegressor extends OpPredictorWrapper[RandomForestRegressor, RandomForestRegressionModel] with OpRandomForestRegressorParams

Wrapper around sparj Random Forest Regressor org.apache.spark.ml.regression.RandomForestRegressor
sealed trait RegressionModelsToTry extends EnumEntry with ModelsToTry

Enumeration of possible regression models in Model Selector

Value Members

object RegressionModelSelector extends ModelSelectorFactory with Product with Serializable

A factory for Regression Model Selector
object RegressionModelsToTry extends Enum[RegressionModelsToTry] with Serializable

package regression

Type Members

class IsotonicRegressionCalibrator extends OpBinaryEstimatorWrapper[RealNN, RealNN, RealNN, IsotonicRegression, IsotonicRegressionModel]

class OpDecisionTreeRegressionModel extends OpPredictionModel[DecisionTreeRegressionModel]

class OpDecisionTreeRegressor extends OpPredictorWrapper[DecisionTreeRegressor, DecisionTreeRegressionModel] with OpDecisionTreeRegressorParams

class OpGBTRegressionModel extends OpPredictionModel[GBTRegressionModel]

class OpGBTRegressor extends OpPredictorWrapper[GBTRegressor, GBTRegressionModel] with OpGBTRegressorParams

class OpGeneralizedLinearRegression extends OpPredictorWrapper[GeneralizedLinearRegression, GeneralizedLinearRegressionModel] with OpGeneralizedLinearRegressionParams

class OpGeneralizedLinearRegressionModel extends OpPredictorWrapperModel[GeneralizedLinearRegressionModel]

class OpLinearRegression extends OpPredictorWrapper[LinearRegression, LinearRegressionModel] with OpLinearRegressionParams

class OpLinearRegressionModel extends OpPredictionModel[LinearRegressionModel]

class OpRandomForestRegressionModel extends OpPredictionModel[RandomForestRegressionModel]

class OpRandomForestRegressor extends OpPredictorWrapper[RandomForestRegressor, RandomForestRegressionModel] with OpRandomForestRegressorParams

sealed trait RegressionModelsToTry extends EnumEntry with ModelsToTry

Value Members

object RegressionModelSelector extends ModelSelectorFactory with Product with Serializable

object RegressionModelsToTry extends Enum[RegressionModelsToTry] with Serializable

Ungrouped