penalized regression

PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects AAAI 2025 Strong Screening Rules for Group-based SLOPE Models AISTATS 2025 A flexible empirical Bayes approach to multiple linear regression and connections with penalized regression JMLR 2024 More Efficient Estimation of Multivariate Additive Models Based on Tensor Decomposition and Penalization JMLR 2024 Sequential Gradient Descent and Quasi-Newton’s Method for Change-Point Analysis AISTATS 2023 Generalized Sparse Additive Models JMLR 2022 New Insights for the Multivariate Square-Root Lasso JMLR 2022 Scalable Penalized Regression for Noise Detection in Learning With Noisy Labels CVPR 2022 Unbalanced Optimal Transport through Non-negative Penalized Linear Regression NeurIPS 2021 A Regularization-Based Adaptive Test for High-Dimensional GLMs JMLR 2020 Asymptotic Errors for High-Dimensional Convex Penalized Linear Regression beyond Gaussian Matrices COLT 2020 Error bounds in estimating the out-of-sample prediction error using leave-one-out cross validation in high-dimensions AISTATS 2020 High-Dimensional Interactions Detection with Sparse Principal Hessian Matrix JMLR 2020 Variational Inference of Penalized Regression with Submodular Functions UAI 2019 Approximate Leave-One-Out for Fast Parameter Tuning in High Dimensions ICML 2018 Rule-Enhanced Penalized Regression by Column Generation using Rectangular Maximum Agreement ICML 2017 A New Algorithm and Theory for Penalized Regression-based Clustering JMLR 2016 gLOP: the global and Local Penalty for Capturing Predictive Heterogeneity MLHC 2016 Structure-Leveraged Methods in Breast Cancer Risk Prediction JMLR 2016 Trend Filtering on Graphs JMLR 2016 Cluster Analysis: Unsupervised Learning via Supervised Learning with a Non-convex Penalty JMLR 2013 Consistent Selection of Tuning Parameters via Variable Selection Stability JMLR 2013 Reconciling "priors" & "priors" without prejudice? NeurIPS 2013 Graphical Models via Generalized Linear Models NeurIPS 2012