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lasso regression

61 papers

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Also known as

LASSO

Co-occurring keywords

sparse regression (175) feature selection (649) ridge regression (134) convex optimization (1321) model selection (456) sparse optimization (246) high-dimensional statistics (145) variable selection (146) regularized regression (19) screening rule (16)

Papers

The Well-Tempered Lasso ICML 2018
Celer: a Fast Solver for the Lasso with Dual Extrapolation ICML 2018
Guaranteed Sufficient Decrease for Stochastic Variance Reduced Gradient Optimization AISTATS 2018
Adaptive balancing of gradient and update computation times using global geometry and approximate subproblems AISTATS 2018
On Tight Bounds for the Lasso JMLR 2018
Analytic solution and stationary phase approximation for the Bayesian lasso and elastic net NIPS 2018
Approximate Steepest Coordinate Descent ICML 2017
Union of Intersections (UoI) for Interpretable Data Driven Discovery and Prediction NIPS 2017
On the Consistency of Feature Selection With Lasso for Non-linear Targets ICML 2016
Adaptive Lasso and group-Lasso for functional Poisson regression JMLR 2016
L1-Regularized Least Squares for Support Recovery of High Dimensional Single Index Models with Gaussian Designs JMLR 2016
A Lasso-based Sparse Knowledge Gradient Policy for Sequential Optimal Learning AISTATS 2016
Attribute Efficient Linear Regression with Distribution-Dependent Sampling ICML 2015
Nearly Optimal Private LASSO NIPS 2015
LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements NIPS 2015
Efficient and Accurate Methods for Updating Generalized Linear Models with Multiple Feature Additions JMLR 2014
Safe Screening with Variational Inequalities and Its Application to Lasso ICML 2014
Median Selection Subset Aggregation for Parallel Inference NIPS 2014
A* Lasso for Learning a Sparse Bayesian Network Structure for Continuous Variables NIPS 2013
Estimating LASSO Risk and Noise Level NIPS 2013
Lasso Screening Rules via Dual Polytope Projection NIPS 2013
The lasso, persistence, and cross-validation ICML 2013
Guaranteed Sparse Recovery under Linear Transformation ICML 2013
The Bigraphical Lasso ICML 2013
A Comparative Framework for Preconditioned Lasso Algorithms NIPS 2013