105 citations · 148 across the 18 of their papers we have counts for
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cs.AI2013
An Algorithm for the Construction of Bayesian Network Structures from Data
Moninder Singh, Marco Valtorta
Previous algorithms for the construction of Bayesian belief network structures from data have been either highly dependent on conditional independence (CI) tests, or have required…
cs.AI2013★ 11 cited
On the Detection of Conflicts in Diagnostic Bayesian Networks Using Abstraction
Young-Gyun Kim, Marco Valtorta
An important issue in the use of expert systems is the so-called brittleness problem. Expert systems model only a limited part of the world. While the explicit management of uncert…
cs.AI2013★ 14 cited
A Hybrid Algorithm to Compute Marginal and Joint Beliefs in Bayesian Networks and Its Complexity
Mark Bloemeke, Marco Valtorta
There exist two general forms of exact algorithms for updating probabilities in Bayesian Networks. The first approach involves using a structure, usually a clique tree, and perform…