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JMLR
2011
125views more  JMLR 2011»
13 years 2 months ago
Approximate Marginals in Latent Gaussian Models
We consider the problem of improving the Gaussian approximate posterior marginals computed by expectation propagation and the Laplace method in latent Gaussian models and propose ...
Botond Cseke, Tom Heskes
PKDD
2010
Springer
162views Data Mining» more  PKDD 2010»
13 years 5 months ago
Expectation Propagation for Bayesian Multi-task Feature Selection
In this paper we propose a Bayesian model for multi-task feature selection. This model is based on a generalized spike and slab sparse prior distribution that enforces the selectio...
Daniel Hernández-Lobato, José Miguel...
EUROCAST
2009
Springer
126views Hardware» more  EUROCAST 2009»
14 years 2 months ago
Mathematical and Computational Modeling of Neurons and Neuronal Ensembles
Abstract. In Computational Neuroscience, mathematical and computational modeling are differentiated. In this paper, both kinds of modeling are considered. In particular, modeling ...
Andreas Schierwagen
SOUPS
2010
ACM
13 years 11 months ago
Folk models of home computer security
Home computer systems are frequently insecure because they are administered by untrained, unskilled users. The rise of botnets has amplified this problem; attackers can compromis...
Rick Wash
ECCV
2002
Springer
14 years 9 months ago
Stereo Matching Using Belief Propagation
In this paper, we formulate the stereo matching problem as a Markov network consisting of three coupled Markov random fields (MRF's). These three MRF's model a smooth fie...
Jian Sun, Heung-Yeung Shum, Nanning Zheng