55 search results - page 1 / 11 » MAS: a multiplicative approximation scheme for probabilistic... |
NIPS
2008
13 years 6 months ago
2008
UAI
1998
13 years 5 months ago
1998
There is evidence that the numbers in probabilistic inference don't really matter. This paper considers the idea that we can make a probabilistic model simpler by making fewe...
UAI
1997
13 years 5 months ago
1997
This paper describes a class ofprobabilistic approximation algorithms based on bucket elimination which o er adjustable levels of accuracy ande ciency. We analyzethe approximation...
JMLR
2010
12 years 11 months ago
2010
With the increasing popularity of largescale probabilistic graphical models, even "lightweight" approximate inference methods are becoming infeasible. Fortunately, often...
CORR
2012
Springer
12 years 7 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...