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» Globalization of Belief Distributions
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AAAI
1990
13 years 9 months ago
Symbolic Probabilistic Inference in Belief Networks
The Symbolic Probabilistic Inference (SPI) Algorithm [D'Ambrosio, 19891 provides an efficient framework for resolving general queries on a belief network. It applies the conc...
Ross D. Shachter, Bruce D'Ambrosio, Brendan Del Fa...
ATAL
2006
Springer
13 years 11 months ago
Belief revision for AgentSpeak agents
The AgentSpeak agent-oriented programming language has recently been extended with a number of new features, such as speech-act based communication, internal belief additions, and...
Natasha Alechina, Rafael H. Bordini, Jomi Fred H&u...
IJAR
2008
119views more  IJAR 2008»
13 years 6 months ago
Least committed basic belief density induced by a multivariate Gaussian: Formulation with applications
We consider here the case where our knowledge is partial and based on a betting density function which is n-dimensional Gaussian. The explicit formulation of the least committed b...
Francois Caron, Branko Ristic, Emmanuel Duflos, Ph...
NECO
2008
146views more  NECO 2008»
13 years 7 months ago
Deep, Narrow Sigmoid Belief Networks Are Universal Approximators
In this paper we show that exponentially deep belief networks [3, 7, 4] can approximate any distribution over binary vectors to arbitrary accuracy, even when the width of each lay...
Ilya Sutskever, Geoffrey E. Hinton
NIPS
2007
13 years 9 months ago
Privacy-Preserving Belief Propagation and Sampling
We provide provably privacy-preserving versions of belief propagation, Gibbs sampling, and other local algorithms — distributed multiparty protocols in which each party or verte...
Michael Kearns, Jinsong Tan, Jennifer Wortman