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» On Approximating Multidimensional Probability Distributions ...
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131
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NIPS
2003
15 years 4 months ago
On the Concentration of Expectation and Approximate Inference in Layered Networks
We present an analysis of concentration-of-expectation phenomena in layered Bayesian networks that use generalized linear models as the local conditional probabilities. This frame...
XuanLong Nguyen, Michael I. Jordan
124
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CIA
2008
Springer
15 years 4 months ago
Incrementally Refined Acquaintance Model for Consortia Composition
This paper presents a specific contracting algorithm that contributes to the process of distributed planning and resource allocation in competitive, semi-trusted environments. The ...
Jan Doubek, Jirí Vokrínek, Michal Pe...
136
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CONCUR
2001
Springer
15 years 7 months ago
Compositional Methods for Probabilistic Systems
Abstract. We present a compositional trace-based model for probabilistic systems. The behavior of a system with probabilistic choice is a stochasticprocess, namely, a probability d...
Luca de Alfaro, Thomas A. Henzinger, Ranjit Jhala
128
Voted
COMPLIFE
2006
Springer
15 years 6 months ago
Adaptive Approach for Modelling Variability in Pharmacokinetics
Abstract. We present an improved adaptive approach for studying systems of ODEs affected by parameter variability and state space uncertainty. Our approach is based on a reformulat...
Andrea Y. Weiße, Illia Horenko, Wilhelm Huis...
111
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COLING
2002
15 years 2 months ago
A Novel Disambiguation Method for Unification-Based Grammars Using Probabilistic Context-Free Approximations
We present a novel disambiguation method for unification-based grammars (UBGs). In contrast to other methods, our approach obviates the need for probability models on the UBG side...
Bernd Kiefer, Hans-Ulrich Krieger, Detlef Prescher