lasso regularization

Sparse recovery of Diffusion Dynamics: Handling High-Dimensionality in Repeated Short Trajectories UAI 2026 On the Lasso for Graphical Continuous Lyapunov Models CLeaR 2024 Scaling Up Differentially Private LASSO Regularized Logistic Regression via Faster Frank-Wolfe Iterations NeurIPS 2023 Why predicting risk can’t identify ‘risk factors’: empirical assessment of model stability in machine learning across observational health databases MLHC 2022 Improved Learning Rates of a Functional Lasso-type SVM with Sparse Multi-Kernel Representation NeurIPS 2021 An Efficient Two Step Algorithm for High Dimensional Change Point Regression Models Without Grid Search JMLR 2019 A Two-Stage Penalized Least Squares Method for Constructing Large Systems of Structural Equations JMLR 2018 Independently Interpretable Lasso: A New Regularizer for Sparse Regression with Uncorrelated Variables AISTATS 2018 Supervised Learning for Dynamical System Learning NeurIPS 2015 The flare Package for High Dimensional Linear Regression and Precision Matrix Estimation in R JMLR 2015 Pattern Alternating Maximization Algorithm for Missing Data in High-Dimensional Problems JMLR 2014 A* Lasso for Learning a Sparse Bayesian Network Structure for Continuous Variables NeurIPS 2013 A Unified Robust Regression Model for Lasso-like Algorithms ICML 2013