Revisiting Madigan and Mosurski: Collapsibility via Minimal Separators

Modeling and Inference for High-Dimensional Mediation Analysis with Endogeneity

Clustering Analysis on Multi-layer Networks with Group Structure and Sparsity Heterogeneity

High-Dimensional Heterogeneous Factor-Augmented Generalized Linear Regression Models for Multi-View Data

Transfer Learning in High-Dimensional Group Factor Models

Estimating the Number of Significant Components in High-Dimensional Principal Component Analysis

Collaborative Inference for Sparse High-Dimensional Models with Non-Shared Data

Analysis of Quadratic Forms of High-Dimensional Non-Stationary Time Series, with Application to ANOVA and Independent Testing

Distributed Hypothesis Testing for High Dimensional Mutual Independence

Differentially Private Gaussian Graphical Model: Optimality, Algorithm and FDR Control

Noncentral Normal-Reference Transfer Theory for High-Dimensional L² Mean Tests

Minimax Detection of Localized Underdensity in Uniformity Testing on Closed Manifolds

Improving Projection Estimability of OMARS Designs via Random Perturbation

Distributed Estimation for Heterogeneous Linear Models with Missing Values

Space-Filling Order-of-Addition Designs Based on the Kendall-Tau Distance

Empirical Likelihood Based Change Point Detection in Linear Regression Model with Skew-Normal Errors

Efficient Adaptive Approximate Zig-Zag Sampler for IRT Models

Likelihood-Based Change Point Detection in Sparse Dynamic Networks

Closed-Form Confidence Intervals for Saved Time Using Summary Statistics in Alzheimer's Disease Studies

Travel-Rate Projection Model (TRPM): A Physiologically Interpretable Model for Arterial Input Function Estimation in Dynamic PET

Joint Structural Break Detection and Variable Selection in High-Dimensional Functional Models: With Application to Sleep EEG Dynamics

Cell-Type-Specific Mendelian Randomization of Four Major Psychiatric Disorders on Brain Structure

Dynamical Abnormalities Analysis and Virtual Intervention Studies in Three Neuropsychiatric Disorders

Altered States and Transitions in Major Depressive Disorder and Their Clinical and Molecular Associations