regression

Type Members

1. abstract class GeneralizedLinearAlgorithm[M <: GeneralizedLinearModel] extends Logging with Serializable

   :: DeveloperApi :: GeneralizedLinearAlgorithm implements methods to train a Generalized Linear Model (GLM).

2. abstract class GeneralizedLinearModel extends Serializable

   :: DeveloperApi :: GeneralizedLinearModel (GLM) represents a model trained using GeneralizedLinearAlgorithm.

3. class IsotonicRegression extends Serializable

   :: Experimental ::

4. class IsotonicRegressionModel extends Serializable with Saveable

   :: Experimental ::

5. case class LabeledPoint(label: Double, features: Vector) extends Product with Serializable

   Class that represents the features and labels of a data point.

6. class LassoModel extends GeneralizedLinearModel with RegressionModel with Serializable with Saveable with PMMLExportable

   Regression model trained using Lasso.

7. class LassoWithSGD extends GeneralizedLinearAlgorithm[LassoModel] with Serializable

   Train a regression model with L1-regularization using Stochastic Gradient Descent.

8. class LinearRegressionModel extends GeneralizedLinearModel with RegressionModel with Serializable with Saveable with PMMLExportable

   Regression model trained using LinearRegression.

9. class LinearRegressionWithSGD extends GeneralizedLinearAlgorithm[LinearRegressionModel] with Serializable

   Train a linear regression model with no regularization using Stochastic Gradient Descent.

10. trait RegressionModel extends Serializable

    Annotations

    @Since( "0.8.0" ) @Experimental()

11. class RidgeRegressionModel extends GeneralizedLinearModel with RegressionModel with Serializable with Saveable with PMMLExportable

    Regression model trained using RidgeRegression.

12. class RidgeRegressionWithSGD extends GeneralizedLinearAlgorithm[RidgeRegressionModel] with Serializable

    Train a regression model with L2-regularization using Stochastic Gradient Descent.

13. abstract class StreamingLinearAlgorithm[M <: GeneralizedLinearModel, A <: GeneralizedLinearAlgorithm[M]] extends Logging

    :: DeveloperApi :: StreamingLinearAlgorithm implements methods for continuously training a generalized linear model model on streaming data, and using it for prediction on (possibly different) streaming data.

14. class StreamingLinearRegressionWithSGD extends StreamingLinearAlgorithm[LinearRegressionModel, LinearRegressionWithSGD] with Serializable

    :: Experimental :: Train or predict a linear regression model on streaming data.