A five-minute formula from Alexander Denev that takes you through a simple probabilistic graphical model and explains how and why these are used. Find out more about the ground-breaking book, ...

The aim of this book is to share with the community of practitioners ... whose solutions appear not to be fully satisfactory. This is the eponymous probabilistic graphical models (PGMs) technique.

Probabilistic inference depends exponentially on the so called tree width, which is a measure of the worst-case intermediate result during inference that is bounded from below by the maximum number of ...