Contributed Papers

Efficient Estimation and Change Point Detection: From Kernel Methods to Neural Networks

Wed, Aug 6, 10:30 AM - 12:20 PM Room CC-103A Music City Center

Section on Nonparametric Statistics

7 Presentations

Efficient Estimation for Constrained Optimization Problems

10:35 AM - 10:50 AM

Co-authors: Konrad Urban (Carnegie Mellon University), Robert Kass (Carnegie Mellon University), Konrad Urban (Carnegie Mellon University)

Efficient influence function M-estimation Constrained optimization Asymptotic theory Perturbation analysis of optimization problems

Asymptotics for Kernel estimators of CDF in Autoregressive Models

10:50 AM - 11:05 AM

Co-authors: Fuxia Cheng (Illinois State University), Fuxia Cheng (Illinois State University)

Kernel Estimator Autoregressive Models Lp-norm LIL

Deconvolving Kernel Regression Function Estimation Based On Right Censored Data

11:05 AM - 11:20 AM

Co-authors: Erol Ozkan (University of Texas at Arlington), Shan Sun (Univ of Texas At Arlington, Dept. of Mathematics), Will Chen (University of Texas at Arlington), Dengdeng Yu (University of Texas at San Antonio), Qiang Zheng

Kernel Regression Deconvolution Right Censored Data Additive Measurement Errors

Kernel Estimation for Nonlinear Dynamics

11:20 AM - 11:35 AM

Co-authors: Marie-Christine Duker (Cornell University), Adam Waterbury (Denison University), Adam Waterbury (Denison University)

nonlinear dynamics vector autoregressive model reproducing kernel Hilbert space concentration inequality time series machine learning

Distributional Change Point Detection via Dense ReLU Networks

11:35 AM - 11:50 AM

Co-authors: Shourjo Chakraborty, Shourjo Chakraborty, Carlos Misael Madrid Padilla (Washington University in St. Louis), Xuming He (Washington University in St. Louis)

Change Point Dense ReLU Network CUSUM estimator Seeded Binary Segmentation

Testing for latent structure via the Wilcoxon--Wigner random matrix

11:50 AM - 12:05 PM

Co-authors: Jonquil Liao, Joshua Cape (University of Wisconsin-Madison), Jonquil Liao

Rank statistic Hypothesis testing Semicircle distribution Bai--Yin law Outlier eigenvalue and eigenvector Spectral method

A swarm of regressions from regression data with one and two predictors

12:05 PM - 12:20 PM

Co-authors: Zhaochong Yu, Marepalli Rao (University of Cincinnati), Zhaochong Yu, Tianyuan Guan

simple linear regression linear regression with two predictors nonparametric simple linear regression swarm of regressions