924 search results - page 12 / 185 » Incremental Probabilistic Inference |
CIMCA
2005
IEEE
14 years 3 months ago
2005
IEEE
Linear response formulas for the generalized belief propagation in approximate inference are derived by using generalized belief propagation. The linear response formulas can give...
UAI
2004
13 years 11 months ago
2004
Probabilistic inference problems arise naturally in distributed systems such as sensor networks and teams of mobile robots. Inference algorithms that use message passing are a nat...
ICASSP
2010
IEEE
13 years 10 months ago
2010
IEEE
Amplitude demodulation is an ill-posed problem and so it is natural to treat it from a Bayesian viewpoint, inferring the most likely carrier and envelope under probabilistic const...
ECAI
2010
Springer
13 years 11 months ago
2010
Springer
Abstract. There is currently a large interest in relational probabilistic models. While the concept of context-specific independence (CSI) has been well-studied for models such as ...
RSFDGRC
2005
Springer
14 years 3 months ago
2005
Springer
Abstract. In this paper, we revisit the consensus of computational complexity on exact inference in Bayesian networks. We point out that even in singly connected Bayesian networks,...