132 search results - page 3 / 27 » Context-specific approximation in probabilistic inference |
NIPS
2008
13 years 6 months ago
2008
CISS
2010
IEEE
12 years 9 months ago
2010
IEEE
—This paper considers the reconstruction of structured-sparse signals from noisy linear observations. In particular, the support of the signal coefficients is parameterized by h...
CORR
2012
Springer
12 years 29 days ago
2012
Springer
We address the problem of learning the parameters in graphical models when inference is intractable. A common strategy in this case is to replace the partition function with its B...
ICML
2009
IEEE
14 years 6 months ago
2009
IEEE
Relational world models that can be learned from experience in stochastic domains have received significant attention recently. However, efficient planning using these models rema...
CIMCA
2005
IEEE
13 years 11 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...