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

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

4. class LassoModel extends GeneralizedLinearModel with RegressionModel with Serializable

   Regression model trained using Lasso.

5. class LassoWithSGD extends GeneralizedLinearAlgorithm[LassoModel] with Serializable

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

6. class LinearRegressionModel extends GeneralizedLinearModel with RegressionModel with Serializable

   Regression model trained using LinearRegression.

7. class LinearRegressionWithSGD extends GeneralizedLinearAlgorithm[LinearRegressionModel] with Serializable

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

8. trait RegressionModel extends Serializable

   Annotations

   @Experimental()

9. class RidgeRegressionModel extends GeneralizedLinearModel with RegressionModel with Serializable

   Regression model trained using RidgeRegression.

10. class RidgeRegressionWithSGD extends GeneralizedLinearAlgorithm[RidgeRegressionModel] with Serializable

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

11. 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.

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

    Train or predict a linear regression model on streaming data.