129 citations · 378 across the 27 of their papers we have counts for
10 papers · 1 filter
On the global identifiability of logistic regression models with misclassified outcomes
Rui Duan, Yang Ning, Jiasheng Shi +3
In the last decade, the secondary use of large data from health systems, such as electronic health records, has demonstrated great promise in advancing biomedical discoveries and i…
Gaussian Processes with Errors in Variables: Theory and Computation
Shuang Zhou, Debdeep Pati, Tianying Wang +2
Covariate measurement error in nonparametric regression is a common problem in nutritional epidemiology and geostatistics, and other fields. Over the last two decades, this problem…
Estimation and inference in generalized additive coefficient models for nonlinear interactions with high-dimensional covariates
Shujie Ma, Raymond J. Carroll, Hua Liang +1
In the low-dimensional case, the generalized additive coefficient model (GACM) proposed by Xue and Yang [Statist. Sinica 16 (2006) 1423-1446] has been demonstrated to be a powerful…
Unexpected properties of bandwidth choice when smoothing discrete data for constructing a functional data classifier
Raymond J. Carroll, Aurore Delaigle, Peter Hall
The data functions that are studied in the course of functional data analysis are assembled from discrete data, and the level of smoothing that is used is generally that which is a…
Adaptive Posterior Convergence Rates in Bayesian Density Deconvolution with Supersmooth Errors
Abhra Sarkar, Debdeep Pati, Bani K. Mallick +1
Bayesian density deconvolution using nonparametric prior distributions is a useful alternative to the frequentist kernel based deconvolution estimators due to its potentially wide…
Estimation and variable selection for generalized additive partial linear models
Li Wang, Xiang Liu, Hua Liang +1
We study generalized additive partial linear models, proposing the use of polynomial spline smoothing for estimation of nonparametric functions, and deriving quasi-likelihood based…