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Bayesian Networks for Evidence Based Clinical Decision Support.
(Queen Mary University of London, 2013)
Evidence based medicine (EBM) is defined as the use of best available evidence for decision making, and it has been the predominant paradigm in clinical decision making for the last 20 years. EBM requires evidence from ...
New Techniques for Learning Parameters in Bayesian Networks.
(Queen Mary University of London, 2015-08)
One of the hardest challenges in building a realistic Bayesian network (BN) model is to construct the node probability tables (NPTs). Even with a fixed predefined model structure and very large amounts of relevant data, ...