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UAI
2001
13 years 6 months ago
2001
The Information bottleneck method is an unsupervised non-parametric data organization technique. Given a joint distribution
UAI
2001
13 years 6 months ago
2001
We present a propositional logic to reason about the uncertainty of events, where the uncertainty is modeled by a set of probability measures assigning an interval of probability ...
UAI
2001
13 years 6 months ago
2001
We study the problem of projecting a distribution onto (or finding a maximum likelihood distribution among) Markov networks of bounded tree-width. By casting it as the combinatori...
UAI
2001
13 years 6 months ago
2001
We introduce a compact graph-theoretic representation for multi-party game theory. Our main result is a provably correct and efficient algorithm for computing approximate Nash equ...
UAI
2001
13 years 6 months ago
2001
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...