conftrace_

nonparametric statistics

31 papers

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Co-occurring keywords

density estimation (398) nonparametric estimation (98) kernel methods (1097) kernel density estimation (80) minimax rate (87) nonparametric test (21) two-sample test (51) hypothesis testing (254) bayesian inference (1907) statistical learning (351)

Papers

Random Forest Weighted Local Fréchet Regression with Random Objects JMLR 2024
Distribution Learning via Neural Differential Equations: A Nonparametric Statistical Perspective JMLR 2024
Minimax optimal density estimation using a shallow generative model with a one-dimensional latent variable AISTATS 2024
Convergence Rates of a Class of Multivariate Density Estimation Methods Based on Adaptive Partitioning JMLR 2023
Quasi-Bayesian nonparametric density estimation via autoregressive predictive updates UAI 2023
Kernel Partial Correlation Coefficient --- a Measure of Conditional Dependence JMLR 2022
Distributed Learning of Conditional Quantiles in the Reproducing Kernel Hilbert Space NIPS 2022
A Statistical Perspective on Coreset Density Estimation AISTATS 2021
Optimal Rates for Nonparametric Density Estimation under Communication Constraints NIPS 2021
A Statistical Taylor Theorem and Extrapolation of Truncated Densities COLT 2021
Kernel-estimated Nonparametric Overlap-Based Syncytial Clustering JMLR 2020
On a projective ensemble approach to two sample test for equality of distributions ICML 2020
Revealing Common Statistical Behaviors in Heterogeneous Populations ICML 2018
On the Consistency of Quick Shift NIPS 2017
Nonparanormal Information Estimation ICML 2017
Higher-Order Total Variation Classes on Grids: Minimax Theory and Trend Filtering Methods NIPS 2017
Efficient Nonparametric Smoothness Estimation NIPS 2016
ERRATA: On the Estimation of the Gradient Lines of a Density and the Consistency of the Mean-Shift Algorithm JMLR 2016
Measuring Dependence Powerfully and Equitably JMLR 2016
Density Estimation via Discrepancy Based Adaptive Sequential Partition NIPS 2016
Blossom Tree Graphical Models NIPS 2014
A Wild Bootstrap for Degenerate Kernel Tests NIPS 2014
Robust Kernel Density Estimation by Scaling and Projection in Hilbert Space NIPS 2014
Generalized Exponential Concentration Inequality for Renyi Divergence Estimation ICML 2014
Optimal rates for k-NN density and mode estimation NIPS 2014