Modelling is a way to describe the elements of the network/system, their states and their
interactions with other elements in order to understand the current state of knowledge of a …

The biological organism is a complex structure regulated by interactions of genes and
proteins. Various linear and nonlinear models can define activations of these interactions. In …

The copula Gaussian graphical model (CGGM) is one of the major mathematical models for
high dimensional biological networks which provides a graphical representation, especially …

In recent years, particularly, on the studies about the complex system's diseases, better
understanding the biological systems and observing how the system's behaviors, which are …

It is still crucial problem to estimate high dimensional graphical models and to choose the
regularization parameter in dependent data. There are several classical methods such as …

Gaussian graphical model (GGM) is an useful tool to describe the undirected associ-ations
among the genes in the sparse biological network. To infer such high dimen-sional …