A useful introduction to this topic for both students and researchers, with an emphasis on applications and practicalities rather than on a formal development.

Graphical models in their modern form have been around since the late 1970s and appear today in many areas of the sciences. Along with the ongoing developments

A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making deci

In the past decade, a number of different research communities within the computational sciences have studied learning in networks, starting from a number of di

A graphical model is a statistical model that is represented by a graph. The factorization properties underlying graphical models facilitate tractable computati