438 search results - page 13 / 88 » Nonparametric Belief Propagation |
JMLR
2006
14 years 9 months ago
2006
We present a new framework based on walks in a graph for analysis and inference in Gaussian graphical models. The key idea is to decompose the correlation between each pair of var...
122
Voted
CORR
2012
Springer
13 years 5 months ago
2012
Springer
Compiling Bayesian networks (BNs) to junction trees and performing belief propagation over them is among the most prominent approaches to computing posteriors in BNs. However, bel...
CVPR
2010
IEEE
15 years 6 months ago
2010
IEEE
In this paper, we consider the problem of stereo matching using loopy belief propagation. Unlike previous methods which focus on the original spatial resolution, we hierarchically...
CISS
2007
IEEE
14 years 11 months ago
2007
IEEE
Abstract –In this paper, a new problem, consensus estimation, is formulated, whose setting is complementary to the well-known CEO problem. In particular, a set of nodes are emplo...
ICAI
2010
14 years 7 months ago
2010
Belief propagation is widely used in inference of graphical models. It yields exact solutions when the underlying graph is singly connected. When the graph contains loops, double-c...