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PODS
2010
ACM
159views Database» more  PODS 2010»
15 years 1 months ago
On probabilistic fixpoint and Markov chain query languages
We study highly expressive query languages such as datalog, fixpoint, and while-languages on probabilistic databases. We generalize these languages such that computation steps (e....
Daniel Deutch, Christoph Koch, Tova Milo
UAI
2001
15 years 1 months ago
Markov Chain Monte Carlo using Tree-Based Priors on Model Structure
We present a general framework for defining priors on model structure and sampling from the posterior using the Metropolis-Hastings algorithm. The key ideas are that structure pri...
Nicos Angelopoulos, James Cussens
AMC
2010
84views more  AMC 2010»
14 years 12 months ago
On solving integral equations using Markov chain Monte Carlo methods
Arnaud Doucet, Adam M. Johansen, Vladislav B. Tadi...