Regression

Globally Convergent Newton Methods for Ill-conditioned Generalized Self-concordant Losses NeurIPS 2019 Globally Optimal Learning for Structured Elliptical Losses NeurIPS 2019 GOODE: A Gaussian Off-The-Shelf Ordinary Differential Equation Solver ICML 2019 Gradient Boosting with Piece-Wise Linear Regression Trees IJCAI 2019 Gradient Dynamics of Shallow Univariate ReLU Networks NeurIPS 2019 Graphical Lasso and Thresholding: Equivalence and Closed-form Solutions JMLR 2019 Group LASSO with Asymmetric Structure Estimation for Multi-Task Learning IJCAI 2019 Guaranteed Matrix Completion Under Multiple Linear Transformations CVPR 2019 Handling correlated and repeated measurements with the smoothed multivariate square-root Lasso NeurIPS 2019 HDI-Forest: Highest Density Interval Regression Forest IJCAI 2019 High Dimensional Inference in Partially Linear Models AISTATS 2019 High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes NeurIPS 2019 High-Dimensional Poisson Structural Equation Model Learning via ℓ_1-Regularized Regression JMLR 2019 High-dimensional Varying Index Coefficient Models via Stein's Identity JMLR 2019 HMLasso: Lasso with High Missing Rate IJCAI 2019 Human-in-the-loop Active Covariance Learning for Improving Prediction in Small Data Sets IJCAI 2019 Hyperspherical Prototype Networks NeurIPS 2019 Image Aesthetic Assessment Based on Pairwise Comparison A Unified Approach to Score Regression, Binary Classification, and Personalization ICCV 2019 Implicit Regularization for Optimal Sparse Recovery NeurIPS 2019 Improved Convergence for ℓ_1 and ℓ_∞ Regression via Iteratively Reweighted Least Squares ICML 2019 Improving Full-Body Pose Estimation from a Small Sensor Set Using Artificial Neural Networks and a Kalman Filter AAAI 2019 Incorporating Grouping Information into Bayesian Decision Tree Ensembles ICML 2019 Incremental Elicitation of Rank-Dependent Aggregation Functions based on Bayesian Linear Regression IJCAI 2019 Incremental Randomized Sketching for Online Kernel Learning ICML 2019 Infinite Task Learning in RKHSs AISTATS 2019