1 citations · 1 across the 4 of their papers we have counts for
4 papers
Inference for microbe--metabolite association networks using a latent graph model
Jing Ma
Correlation networks are commonly used to infer associations between microbes and metabolites. The resulting p-values are then corrected for multiple comparisons using existing met…
Direct estimation and inference of differential Granger causality between two high-dimensional time series
Yue Wang, Jing Ma, Ali Shojaie
Comparing dependence structures between two related multivariate time series is of fundamental interest in many scientific applications, where changes may occur in both directed te…
Generalized Matrix Decomposition Regression: Estimation and Inference for Two-way Structured Data
Yue Wang, Ali Shojaie, Timothy W. Randolph +2
This paper studies high-dimensional regression with two-way structured data. To estimate the high-dimensional coefficient vector, we propose the generalized matrix decomposition re…
Network-Based Pathway Enrichment Analysis with Incomplete Network Information
Jing Ma, Ali Shojaie, George Michailidis
Pathway enrichment analysis has become a key tool for biomedical researchers to gain insight into the underlying biology of differentially expressed genes, proteins and metabolites…