conftrace_

penalized regression

23 papers

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Co-occurring keywords

high-dimensional regression (142) convex optimization (1321) generalized linear model (138) alternating direction method of multiplier (145) grouping pursuit (2) regularization path (17) nonparametric regression (111) high-dimensional statistics (145) sparse estimation (88) cluster analysis (92)

Papers

PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects AAAI 2025
More Efficient Estimation of Multivariate Additive Models Based on Tensor Decomposition and Penalization JMLR 2024
A flexible empirical Bayes approach to multiple linear regression and connections with penalized regression JMLR 2024
Sequential Gradient Descent and Quasi-Newton’s Method for Change-Point Analysis AISTATS 2023
New Insights for the Multivariate Square-Root Lasso JMLR 2022
Generalized Sparse Additive Models JMLR 2022
Scalable Penalized Regression for Noise Detection in Learning With Noisy Labels CVPR 2022
Unbalanced Optimal Transport through Non-negative Penalized Linear Regression NIPS 2021
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
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
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
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
A New Algorithm and Theory for Penalized Regression-based Clustering JMLR 2016
Consistent Selection of Tuning Parameters via Variable Selection Stability JMLR 2013
Reconciling "priors" & "priors" without prejudice? NIPS 2013
Cluster Analysis: Unsupervised Learning via Supervised Learning with a Non-convex Penalty JMLR 2013
Graphical Models via Generalized Linear Models NIPS 2012