conftrace_

nonparametric regression

111 papers

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Co-occurring keywords

kernel methods (1097) gaussian process (1200) additive model (48) convergence rate (607) variable selection (146) kernel regression (87) bayesian inference (1907) regret bound (1926) minimax rate (87) derivative estimation (10)

Papers

Kernel Partial Least Squares for Stationary Data JMLR 2017
Group Additive Structure Identification for Kernel Nonparametric Regression NIPS 2017
Doubly Decomposing Nonparametric Tensor Regression ICML 2016
Compressed Gaussian Process for Manifold Regression JMLR 2016
Optimal Estimation of Derivatives in Nonparametric Regression JMLR 2016
Automatic Construction of Nonparametric Relational Regression Models for Multiple Time Series ICML 2016
Blind Regression: Nonparametric Regression for Latent Variable Models via Collaborative Filtering NIPS 2016
Supervised Neighborhoods for Distributed Nonparametric Regression AISTATS 2016
Additive Approximations in High Dimensional Nonparametric Regression via the SALSA ICML 2016
Trend Filtering on Graphs JMLR 2016
Near-optimal max-affine estimators for convex regression AISTATS 2015
Derivative Estimation Based on Difference Sequence via Locally Weighted Least Squares Regression JMLR 2015
Fast Function to Function Regression AISTATS 2015
A Chaining Algorithm for Online Nonparametric Regression COLT 2015
Online Non-Parametric Regression COLT 2014
Fast Allocation of Gaussian Process Experts ICML 2014
Incremental Local Gaussian Regression NIPS 2014
On the Mutual Nearest Neighbors Estimate in Regression JMLR 2013
Multivariate Convex Regression with Adaptive Partitioning JMLR 2013
Distribution-Free Distribution Regression AISTATS 2013
Structure Discovery in Nonparametric Regression through Compositional Kernel Search ICML 2013
Adaptivity to Local Smoothness and Dimension in Kernel Regression NIPS 2013
Nonparametric Reduced Rank Regression NIPS 2012
Gradient Weights help Nonparametric Regressors NIPS 2012
Tight conditions for consistent variable selection in high dimensional nonparametric regression COLT 2011