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Regression

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Papers

Kernel Truncated Randomized Ridge Regression: Optimal Rates and Low Noise Acceleration NIPS 2019
Fast Sparse Group Lasso NIPS 2019
Deep Random Splines for Point Process Intensity Estimation of Neural Population Data NIPS 2019
Manifold-regression to predict from MEG/EEG brain signals without source modeling NIPS 2019
Doubly-Robust Lasso Bandit NIPS 2019
Modelling heterogeneous distributions with an Uncountable Mixture of Asymmetric Laplacians NIPS 2019
The Functional Neural Process NIPS 2019
Optimal Statistical Rates for Decentralised Non-Parametric Regression with Linear Speed-Up NIPS 2019
On the number of variables to use in principal component regression NIPS 2019
Outlier-robust estimation of a sparse linear model using $\ell_1$-penalized Huber's $M$-estimator NIPS 2019
Differentially Private Bayesian Linear Regression NIPS 2019
Efficient online learning with kernels for adversarial large scale problems NIPS 2019
Efficient Approximation of Deep ReLU Networks for Functions on Low Dimensional Manifolds NIPS 2019
Multivariate Distributionally Robust Convex Regression under Absolute Error Loss NIPS 2019
Uniform Error Bounds for Gaussian Process Regression with Application to Safe Control NIPS 2019
Deep Dynamics Models for Learning Dexterous Manipulation CORL 2019
Supervised User Ranking in Signed Social Networks AAAI 2019
Multi-Level Deep Cascade Trees for Conversion Rate Prediction in Recommendation System AAAI 2019
Structured and Sparse Annotations for Image Emotion Distribution Learning AAAI 2019
Predicting Hurricane Trajectories Using a Recurrent Neural Network AAAI 2019
Algorithms for Estimating Trends in Global Temperature Volatility AAAI 2019
Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing AAAI 2019
Spatiality Preservable Factored Poisson Regression for Large-Scale Fine-Grained GPS-Based Population Analysis AAAI 2019
Subtask Gated Networks for Non-Intrusive Load Monitoring AAAI 2019
Interpretable Predictive Modeling for Climate Variables with Weighted Lasso AAAI 2019