org.apache.spark.mllib

regression

package regression

Visibility
  1. Public
  2. All

Type Members

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

    GeneralizedLinearAlgorithm implements methods to train a Genearalized Linear Model (GLM).

  2. abstract class GeneralizedLinearModel extends Serializable

    GeneralizedLinearModel (GLM) represents a model trained using GeneralizedLinearAlgorithm.

  3. case class LabeledPoint(label: Double, features: Array[Double]) 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

  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.

Value Members

  1. object LassoWithSGD extends Serializable

    Top-level methods for calling Lasso.

  2. object LinearRegressionWithSGD extends Serializable

    Top-level methods for calling LinearRegression.

  3. object RidgeRegressionWithSGD extends Serializable

    Top-level methods for calling RidgeRegression.

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