Regression

Support Localization and the Fisher Metric for off-the-grid Sparse Regularization AISTATS 2019 Target Tracking for Contextual Bandits: Application to Demand Side Management ICML 2019 Temporal Anomaly Detection: Calibrating the Surprise AAAI 2019 Tensorial Change Analysis Using Probabilistic Tensor Regression AAAI 2019 The All-or-Nothing Phenomenon in Sparse Linear Regression COLT 2019 The Comparative Power of ReLU Networks and Polynomial Kernels in the Presence of Sparse Latent Structure ICLR 2019 The Functional Neural Process NeurIPS 2019 The Gaussian Process Autoregressive Regression Model (GPAR) AISTATS 2019 The INTERSPEECH 2019 Computational Paralinguistics Challenge: Styrian Dialects, Continuous Sleepiness, Baby Sounds & Orca Activity Interspeech 2019 The Optimal Approximation Factor in Density Estimation COLT 2019 The Step Decay Schedule: A Near Optimal, Geometrically Decaying Learning Rate Procedure For Least Squares NeurIPS 2019 Three-quarter Sibling Regression for Denoising Observational Data IJCAI 2019 Tight Kernel Query Complexity of Kernel Ridge Regression and Kernel k-means Clustering ICML 2019 Tight Sample Complexity of Learning One-hidden-layer Convolutional Neural Networks NeurIPS 2019 Time/Accuracy Tradeoffs for Learning a ReLU with respect to Gaussian Marginals NeurIPS 2019 Time-to-Event Prediction with Neural Networks and Cox Regression JMLR 2019 Tossing Coins Under Monotonicity AISTATS 2019 Total Least Squares Regression in Input Sparsity Time NeurIPS 2019 Toward a Characterization of Loss Functions for Distribution Learning NeurIPS 2019 Towards a Unified Analysis of Random Fourier Features ICML 2019 Training Deep Learning Based Image Denoisers From Undersampled Measurements Without Ground Truth and Without Image Prior CVPR 2019 Travel Time Estimation without Road Networks: An Urban Morphological Layout Representation Approach IJCAI 2019 Trimming the ℓ_1 Regularizer: Statistical Analysis, Optimization, and Applications to Deep Learning ICML 2019 Two-Layer Feature Reduction for Sparse-Group Lasso via Decomposition of Convex Sets JMLR 2019 Two-Timescale Networks for Nonlinear Value Function Approximation ICLR 2019