Huijie Feng

High-dimensional Mixed Graphical Model with Ordinal Data: Parameter Estimation and Statistical Inference

We consider parameter estimation and statistical inference of high-dimensional undirected graphical models for mixed data comprising both ordinal and continuous variables. We propose a flexible model called Latent Mixed Gaussian Copula Model that simultaneously deals with such mixed data by assuming…