Efficient and scalable exact inference algorithms for Bayesian networks

With the proliferation of data, and the increased use of Bayesian networks as a statistical modelling technique, the expectations and demands on Bayesian networks have increased substantially. In this text we explore novel techniques for performing exact inference with Bayesian networks, in an effic...

Full description

Bibliographic Details
Main Author: Sandiford, John G.
Other Authors: Gillies, Duncan ; Yang, Guang-Zhong
Published: Imperial College London 2012
Subjects:
Online Access:http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.560662