Regression

Online Ensemble Multi-kernel Learning Adaptive to Non-stationary and Adversarial Environments AISTATS 2018 Online Regression with Partial Information: Generalization and Linear Projection AISTATS 2018 On the Statistical Efficiency of Compositional Nonparametric Prediction AISTATS 2018 On Tight Bounds for the Lasso JMLR 2018 Optimal Distributed Learning with Multi-pass Stochastic Gradient Methods ICML 2018 Optimal Errors and Phase Transitions in High-Dimensional Generalized Linear Models COLT 2018 Optimal Rates of Sketched-regularized Algorithms for Least-Squares Regression over Hilbert Spaces ICML 2018 Optimal Subsampling with Influence Functions NeurIPS 2018 Optimal Tuning for Divide-and-conquer Kernel Ridge Regression with Massive Data ICML 2018 Outlier Detection and Robust Estimation in Nonparametric Regression AISTATS 2018 Overfitting or perfect fitting? Risk bounds for classification and regression rules that interpolate NeurIPS 2018 Parallelizing Stochastic Gradient Descent for Least Squares Regression: Mini-batching, Averaging, and Model Misspecification JMLR 2018 Parameterized Algorithms for the Matrix Completion Problem ICML 2018 Parsimonious Quantile Regression of Financial Asset Tail Dynamics via Sequential Learning NeurIPS 2018 Patchwork Kriging for Large-scale Gaussian Process Regression JMLR 2018 PieAPP: Perceptual Image-Error Assessment Through Pairwise Preference CVPR 2018 Plug-in Estimation in High-Dimensional Linear Inverse Problems: A Rigorous Analysis NeurIPS 2018 Plug-in Estimators for Conditional Expectations and Probabilities AISTATS 2018 Power-law Distribution Aware Trust Prediction IJCAI 2018 Predicting Arousal and Valence from Waveforms and Spectrograms Using Deep Neural Networks Interspeech 2018 Predicting Authorship and Author Traits from Keystroke Dynamics NAACL 2018 Predicting Concreteness and Imageability of Words Within and Across Languages via Word Embeddings ACL 2018 Predicting Human Trustfulness from Facebook Language NAACL 2018 Predicting Psychological Health from Childhood Essays. The UGent-IDLab CLPsych 2018 Shared Task System. NAACL 2018 Predicting Psychological Health from Childhood Essays with Convolutional Neural Networks for the CLPsych 2018 Shared Task (Team UKNLP) NAACL 2018