ridge regression

Near-Optimal Entrywise Sampling of Numerically Sparse Matrices COLT 2021 Online Forgetting Process for Linear Regression Models AISTATS 2021 On Optimal Interpolation in Linear Regression NeurIPS 2021 Parameter-free HE-friendly Logistic Regression NeurIPS 2021 Ridge Regression with Over-parametrized Two-Layer Networks Converge to Ridgelet Spectrum AISTATS 2021 Stochastic Online Linear Regression: the Forward Algorithm to Replace Ridge NeurIPS 2021 The Benefits of Implicit Regularization from SGD in Least Squares Problems NeurIPS 2021 Towards a Unified Analysis of Random Fourier Features JMLR 2021 Uniform Consistency of Cross-Validation Estimators for High-Dimensional Ridge Regression AISTATS 2021 HumorAAC at SemEval-2020 Task 7: Assessing the Funniness of Edited News Headlines through Regression and Trump Mentions SemEval 2020 NEMO: Frequentist Inference Approach to Constrained Linguistic Typology Feature Prediction in SIGTYP 2020 Shared Task EMNLP 2020 On Coresets for Regularized Regression ICML 2020 One-shot Distributed Ridge Regression in High Dimensions ICML 2020 On the Generalization Effects of Linear Transformations in Data Augmentation ICML 2020 On the Optimal Weighted ℓ_2 Regularization in Overparameterized Linear Regression NeurIPS 2020 Optimal Deterministic Coresets for Ridge Regression AISTATS 2020 Regression under Human Assistance AAAI 2020 Ridge Regression: Structure, Cross-Validation, and Sketching ICLR 2020 Sample complexity bounds for localized sketching AISTATS 2020 Single Point Transductive Prediction ICML 2020 The Cost-free Nature of Optimally Tuning Tikhonov Regularizers and Other Ordered Smoothers ICML 2020 The Implicit Regularization of Ordinary Least Squares Ensembles AISTATS 2020 The Implicit Regularization of Stochastic Gradient Flow for Least Squares ICML 2020 The Optimal Ridge Penalty for Real-world High-dimensional Data Can Be Zero or Negative due to the Implicit Ridge Regularization JMLR 2020 The Role of Regularization in Classification of High-dimensional Noisy Gaussian Mixture ICML 2020