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145
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UAI
2001
15 years 3 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...
KI
2002
Springer
15 years 2 months ago
2002
Springer
Abstract. We present a new classification algorithm that combines three properties: It generates decision trees, which proved a valuable and intelligible tool for classification an...
111
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NECO
2002
15 years 2 months ago
2002
Many perception, reasoning, and learning problems can be expressed as Bayesian inference. We point out that formulating a problem as Bayesian inference implies specifying a probabi...
ICML
2006
IEEE
16 years 3 months ago
2006
IEEE
We propose efficient particle smoothing methods for generalized state-spaces models. Particle smoothing is an expensive O(N2 ) algorithm, where N is the number of particles. We ov...
101
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ACL
2001
15 years 3 months ago
2001
There has been much interest in the recent past concerning the possibilities for automated categorization of named entities. The research presented here describes a method for the...