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111
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NIPS
2004
15 years 2 months ago
2004
There is growing evidence from psychophysical and neurophysiological studies that the brain utilizes Bayesian principles for inference and decision making. An important open quest...
104
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MLG
2007
Springer
15 years 7 months ago
2007
Springer
: Network topology not only tells about tightly-connected “communities,” but also gives cues on more subtle properties of the vertices. We introduce a simple probabilistic late...
92
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INFOCOM
2002
IEEE
15 years 5 months ago
2002
IEEE
—The development and deployment of distributed network-aware applications and services require the ability to compile and maintain a model of the underlying network resources wit...
100
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CP
2006
Springer
15 years 4 months ago
2006
Springer
Abstract. For efficiency reasons, neighbourhoods in local search are often shrunk by only considering moves modifying variables that actually contribute to the overall penalty. The...
114
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NIPS
2008
15 years 2 months ago
2008
Sampling functions in Gaussian process (GP) models is challenging because of the highly correlated posterior distribution. We describe an efficient Markov chain Monte Carlo algori...