138 citations · 144 across the 3 of their papers we have counts for
3 papers
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★ 3 cited
Computational Complexity Reduction for BN2O Networks Using Similarity of States
Alexander V. Kozlov, Jaswinder Pal Singh
Although probabilistic inference in a general Bayesian belief network is an NP-hard problem, computation time for inference can be reduced in most practical cases by exploiting dom…
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…