Multivariate convex regression: global risk bounds and adaptation

25 January 2016

Papers citing "Multivariate convex regression: global risk bounds and adaptation"

31 / 31 papers shown

Title
Max-affine regression via first-order methods Seonho Kim Kiryung Lee 59 3 0 15 Aug 2023
On the Variance, Admissibility, and Stability of Empirical Risk Minimization Gil Kur E. Putterman Alexander Rakhlin 57 3 0 29 May 2023
Finding Regularized Competitive Equilibria of Heterogeneous Agent Macroeconomic Models with Reinforcement Learning Ruitu Xu Yifei Min Tianhao Wang Zhaoran Wang Michael I. Jordan Zhuoran Yang 79 7 0 24 Feb 2023
Efficient Minimax Optimal Estimators For Multivariate Convex Regression Gil Kur E. Putterman 54 0 0 06 May 2022
Noisy linear inverse problems under convex constraints: Exact risk asymptotics in high dimensions Q. Han 65 3 0 20 Jan 2022
Structural Sieves Konrad Menzel 44 1 0 01 Dec 2021
Spectrahedral Regression Eliza O'Reilly V. Chandrasekaran 20 3 0 27 Oct 2021
A new computational framework for log-concave density estimation Wenyu Chen Rahul Mazumder R. Samworth 44 5 0 24 May 2021
On the Minimal Error of Empirical Risk Minimization Gil Kur Alexander Rakhlin 42 5 0 24 Feb 2021
Handling Hard Affine SDP Shape Constraints in RKHSs Pierre-Cyril Aubin-Frankowski Z. Szabó 45 7 0 05 Jan 2021
Convex Regression in Multidimensions: Suboptimality of Least Squares Estimators Gil Kur Fuchang Gao Adityanand Guntuboyina B. Sen 47 14 0 03 Jun 2020
Hard Shape-Constrained Kernel Machines Pierre-Cyril Aubin-Frankowski Z. Szabó 62 22 0 26 May 2020
Subgradient Regularized Multivariate Convex Regression at Scale Wenyu Chen Rahul Mazumder 45 8 0 23 May 2020
Stratified incomplete local simplex tests for curvature of nonparametric multiple regression Yanglei Song Xiaohui Chen Kengo Kato 85 2 0 20 Mar 2020
Least Squares Estimation of a Quasiconvex Regression Function Somabha Mukherjee Rohit Patra Andrew L. Johnson Hiroshi Morita 107 3 0 09 Mar 2020
Local continuity of log-concave projection, with applications to estimation under model misspecification Rina Foygel Barber R. Samworth 80 6 0 14 Feb 2020
Confidence intervals for multiple isotonic regression and other monotone models Hang Deng Q. Han Cun-Hui Zhang 65 15 0 20 Jan 2020
A Projection Framework for Testing Shape Restrictions That Form Convex Cones Z. Fang Juwon Seo 59 12 0 17 Oct 2019
Max-Affine Regression: Provable, Tractable, and Near-Optimal Statistical Estimation Avishek Ghosh A. Pananjady Adityanand Guntuboyina Kannan Ramchandran 68 26 0 21 Jun 2019
Multivariate Distributionally Robust Convex Regression under Absolute Error Loss Jose H. Blanchet Peter Glynn Jun Yan Zhengqing Zhou 76 31 0 29 May 2019
Estimating Piecewise Monotone Signals Kentaro Minami 43 10 0 06 May 2019
Optimality of Maximum Likelihood for Log-Concave Density Estimation and Bounded Convex Regression Gil Kur Y. Dagan Alexander Rakhlin 73 25 0 13 Mar 2019
Adaptation in multivariate log-concave density estimation Oliver Y. Feng Adityanand Guntuboyina Arlene K. H. Kim R. Samworth 85 13 0 30 Dec 2018
Prediction Rule Reshaping Matt Bonakdarpour S. Chatterjee Rina Foygel Barber John D. Lafferty AI4TS 70 8 0 16 May 2018
Recent progress in log-concave density estimation R. Samworth 57 76 0 10 Sep 2017
Methods for Estimation of Convex Sets Victor-Emmanuel Brunel 59 19 0 10 Sep 2017
On Estimation of Isotonic Piecewise Constant Signals Chao Gao Fang Han Cun-Hui Zhang 33 32 0 18 May 2017
Oracle posterior contraction rates under hierarchical priors Q. Han 48 6 0 25 Apr 2017
Least squares estimation in the monotone single index model F. Balabdaoui C. Durot H. Jankowski 75 45 0 19 Oct 2016
Adaptation in log-concave density estimation Arlene K. H. Kim Adityanand Guntuboyina R. Samworth 62 45 0 03 Sep 2016
On Degrees of Freedom of Projection Estimators with Applications to Multivariate Nonparametric Regression Xi Chen Qihang Lin B. Sen 81 19 0 07 Sep 2015