期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (541)
The issue of honesty in constructing confidence sets arises in nonparametric regression. While optimal rate in nonparametric estimation can be achieve......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (541)
We consider estimation and inference in a single-index regression model with an unknown convex link function. We introduce a convex and Lipschitz cons......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (541)
The vector autoregressive moving average (VARMA) model is fundamental to the theory of multivariate time series; however, identifiability issues have ......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (542)
Point process modeling is gaining increasing attention, as point process type data are emerging in a large variety of scientific applications. In this......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (542)
Two commonly used methods for improving precision and power in clinical trials are stratified randomization and covariate adjustment. However, many tr......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (542)
This article is concerned with evaluating the association between two event times without specifying the joint distribution parametrically. This is pa......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (543)
In many applications, it is of interest to assess the relative contribution of features (or subsets of features) toward the goal of predicting a respo......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (543)
In this article, we propose an active metric learning method for clustering with pairwise constraints. The proposed method actively queries the label ......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (543)
We present a Bayesian nonparametric model for conditional distribution estimation using Bayesian additive regression trees (BART). The generative mode......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (544)
Implementing Bayesian inference is often computationally challenging in complex models, especially when calculating the likelihood is difficult. Synth......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (543)
With distinct advantages in power over behavioral phenotypes, brain imaging traits have become emerging endophenotypes to dissect molecular contributi......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (543)
Understanding how microbes interact with each other is key to revealing the underlying role that microorganisms play in the host or environment and to......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; ()
Recent developments in statistical regression methodology shift away from pure mean regression towards distributional regression models. One important......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; ()
We propose a sequential, anytime-valid method to test the conditional independence of a response Y and a predictor X given a random vector Z. The prop......
期刊: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023; 118 (544)
Reductions in natural habitats urge that we better understand species' interconnection and how biological communities respond to environmental changes......