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ridge regression

134 papers

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Also known as

MRR RR

Co-occurring keywords

kernel methods (1096) linear regression (281) lasso regression (61) reproducing kernel hilbert space (334) regret bound (1918) high-dimensional regression (142) implicit regularization (93) least square (100) ordinary least square (15) logistic regression (382)

Papers

A Deterministic Streaming Sketch for Ridge Regression AISTATS 2021
Householder Sketch for Accurate and Accelerated Least-Mean-Squares Solvers ICML 2021
Stochastic Online Linear Regression: the Forward Algorithm to Replace Ridge NIPS 2021
Towards a Unified Analysis of Random Fourier Features JMLR 2021
Asymptotics of Ridge(less) Regression under General Source Condition AISTATS 2021
The Benefits of Implicit Regularization from SGD in Least Squares Problems NIPS 2021
Near-Optimal Entrywise Sampling of Numerically Sparse Matrices COLT 2021
In-Database Regression in Input Sparsity Time ICML 2021
Asymptotics of Ridge Regression in Convolutional Models ICML 2021
A theory of high dimensional regression with arbitrary correlations between input features and target functions: sample complexity, multiple descent curves and a hierarchy of phase transitions ICML 2021
Can we globally optimize cross-validation loss? Quasiconvexity in ridge regression NIPS 2021
Sample complexity bounds for localized sketching AISTATS 2020
WONDER: Weighted One-shot Distributed Ridge Regression in High Dimensions JMLR 2020
NEMO: Frequentist Inference Approach to Constrained Linguistic Typology Feature Prediction in SIGTYP 2020 Shared Task EMNLP 2020
UniTuebingenCL at SemEval-2020 Task 7: Humor Detection in News Headlines SEMEVAL 2020
Regression under Human Assistance AAAI 2020
The Implicit Regularization of Ordinary Least Squares Ensembles AISTATS 2020
Optimal Deterministic Coresets for Ridge Regression AISTATS 2020
The Optimal Ridge Penalty for Real-world High-dimensional Data Can Be Zero or Negative due to the Implicit Ridge Regularization JMLR 2020
HumorAAC at SemEval-2020 Task 7: Assessing the Funniness of Edited News Headlines through Regression and Trump Mentions COLING 2020
UniTuebingenCL at SemEval-2020 Task 7: Humor Detection in News Headlines COLING 2020
The Implicit Regularization of Stochastic Gradient Flow for Least Squares ICML 2020
On Coresets for Regularized Regression ICML 2020
The Role of Regularization in Classification of High-dimensional Noisy Gaussian Mixture ICML 2020
On the Optimal Weighted $\ell_2$ Regularization in Overparameterized Linear Regression NIPS 2020