218 search results - page 2 / 44 » A Theory of Mean Field Approximation |
EMMCVPR
1999
Springer
13 years 9 months ago
1999
Springer
This paper considers the use of the EM-algorithm, combined with mean field theory, for parameter estimation in Markov random field models from unlabelled data. Special attention ...
JMLR
2010
12 years 12 months ago
2010
Continuous-time Bayesian networks is a natural structured representation language for multicomponent stochastic processes that evolve continuously over time. Despite the compact r...
ISIPTA
2005
IEEE
13 years 10 months ago
2005
IEEE
Graph-theoretical representations for sets of probability measures (credal networks) generally display high complexity, and approximate inference seems to be a natural solution fo...
UAI
2004
13 years 6 months ago
2004
An autonomous variational inference algorithm for arbitrary graphical models requires the ability to optimize variational approximations over the space of model parameters as well...
GLOBECOM
2007
IEEE
13 years 9 months ago
2007
IEEE
Two schools of thoughts have emerged over the recent debate on internet router buffer sizing. One school argues that the presence of a large number of flows leads to traffic desync...