138 citations · 141 across the 2 of their papers we have counts for
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cs.AI2013★ 3 cited
Sensitivities: An Alternative to Conditional Probabilities for Bayesian Belief Networks
Alexander V. Kozlov, Jaswinder Pal Singh
We show an alternative way of representing a Bayesian belief network by sensitivities and probability distributions. This representation is equivalent to the traditional representa…
cs.AI2013★ 138 cited
Nonuniform Dynamic Discretization in Hybrid Networks
Alexander V. Kozlov, Daphne Koller
We consider probabilistic inference in general hybrid networks, which include continuous and discrete variables in an arbitrary topology. We reexamine the question of variable disc…