5 search results - page 1 / 1 » Truncating the loop series expansion for Belief Propagation |
CORR
2006
Springer
13 years 4 months ago
2006
Springer
JMLR
2010
12 years 11 months ago
2010
We introduce novel results for approximate inference on planar graphical models using the loop calculus framework. The loop calculus (Chertkov and Chernyak, 2006b) allows to expre...
NIPS
2007
13 years 6 months ago
2007
Variational methods are frequently used to approximate or bound the partition or likelihood function of a Markov random field. Methods based on mean field theory are guaranteed ...
AIME
2007
Springer
13 years 11 months ago
2007
Springer
Abstract. In the current paper, the Promedas model for internal medicine, developed by our team, is introduced. The model is based on up-todate medical knowledge and consists of ap...
CVPR
2009
IEEE
14 years 12 months ago
2009
IEEE
Many problems in computer vision can be modeled using
conditional Markov random fields (CRF). Since finding
the maximum a posteriori (MAP) solution in such models
is NP-hard, mu...