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sparse-lm
sparse-lm

Getting Started

  • Install
  • Examples
    • Recovering sparse signals
    • Tuning hyperparameters with line search
    • Using stepwise estimator
    • Using adaptive regularization
    • Hyperparameters selection with 1-std rule
    • (Sparse) Group regression
    • Adding solution constraints

Information

  • Contributing
  • License
  • GitHub

Reference

  • API
    • sparselm.model
    • sparselm.stepwise
    • sparselm.model_selection
    • sparselm.tools
  • Index
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API Documentation#

  • sparselm.model
    • OrdinaryLeastSquares
    • Lasso
    • BestSubsetSelection
    • RidgedBestSubsetSelection
    • RegularizedL0
    • L1L0
    • L2L0
    • GroupLasso
    • OverlapGroupLasso
    • SparseGroupLasso
    • RidgedGroupLasso
    • AdaptiveLasso
    • AdaptiveGroupLasso
    • AdaptiveOverlapGroupLasso
    • AdaptiveSparseGroupLasso
    • AdaptiveRidgedGroupLasso
  • sparselm.stepwise
    • StepwiseEstimator
  • sparselm.model_selection
    • GridSearchCV
    • LineSearchCV
  • sparselm.tools
    • constrain_coefficients()
    • r2_score_to_cv_error()
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