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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

Selective Inference with Distributed Data JMLR 2025
ITEC at BEA 2024 Shared Task: Predicting Difficulty and Response Time of Medical Exam Questions with Statistical, Machine Learning, and Language Models NAACL 2024
Elastic Gradient Descent, an Iterative Optimization Method Approximating the Solution Paths of the Elastic Net JMLR 2023
Optimal Sketching Bounds for Sparse Linear Regression AISTATS 2023
The Contextual Lasso: Sparse Linear Models via Deep Neural Networks NIPS 2023
Fast Screening Rules for Optimal Design via Quadratic Lasso Reformulation JMLR 2023
Prediction of L2 speech proficiency based on multi-level linguistic features INTERSPEECH 2022
Measuring the Effect of Training Data on Deep Learning Predictions via Randomized Experiments ICML 2022
A Simple Unified Framework for High Dimensional Bandit Problems ICML 2022
Thresholded Lasso Bandit ICML 2022
Wind Prediction under Random Data Corruption (Student Abstract) AAAI 2022
LassoNet: Neural Networks with Feature Sparsity AISTATS 2021
Estimating the Lasso's Effective Noise JMLR 2021
Optimal Feedback Law Recovery by Gradient-Augmented Sparse Polynomial Regression JMLR 2021
Ising Model Selection Using $\ell_{1}$-Regularized Linear Regression: A Statistical Mechanics Analysis NIPS 2021
Householder Sketch for Accurate and Accelerated Least-Mean-Squares Solvers ICML 2021
Investigating the Utility of Multimodal Conversational Technology and Audiovisual Analytic Measures for the Assessment and Monitoring of Amyotrophic Lateral Sclerosis at Scale INTERSPEECH 2021
Doubly-Robust Lasso Bandit NIPS 2019
Causal Regularization NIPS 2019
Semi-Analytic Resampling in Lasso JMLR 2019
HMLasso: Lasso with High Missing Rate IJCAI 2019
Fast and Accurate Least-Mean-Squares Solvers NIPS 2019
Screening rules for Lasso with non-convex Sparse Regularizers ICML 2019
Handling correlated and repeated measurements with the smoothed multivariate square-root Lasso NIPS 2019
On Tight Bounds for the Lasso JMLR 2018