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JMLR
2010
148views more  JMLR 2010»
14 years 4 months ago
Approximate Inference on Planar Graphs using Loop Calculus and Belief Propagation
We introduce novel results for approximate inference on planar graphical models using the loop calculus framework. The loop calculus (Chertkov and Chernyak, 2006b) allows to expre...
Vicenç Gómez, Hilbert J. Kappen, Mic...
ERCIMDL
1997
Springer
130views Education» more  ERCIMDL 1997»
15 years 1 months ago
Modelling the Retrieval of Structured Documents Containing Texts and Images
Abstract. We present a model for complex documents possibly consisting of a hierarchically structured set of images or texts. Documents are represented both at the form level (as s...
Carlo Meghini, Fabrizio Sebastiani, Umberto Stracc...
AMAI
2004
Springer
15 years 3 months ago
Approximate Probabilistic Constraints and Risk-Sensitive Optimization Criteria in Markov Decision Processes
The majority of the work in the area of Markov decision processes has focused on expected values of rewards in the objective function and expected costs in the constraints. Althou...
Dmitri A. Dolgov, Edmund H. Durfee
120
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DLT
2009
14 years 7 months ago
Branching-Time Temporal Logics with Minimal Model Quantifiers
Abstract. Temporal logics are a well investigated formalism for the specification and verification of reactive systems. Using formal verification techniques, we can ensure the corr...
Fabio Mogavero, Aniello Murano
LFCS
2007
Springer
15 years 3 months ago
A Decidable Temporal Logic of Repeating Values
Various logical formalisms with the freeze quantifier have been recently considered to model computer systems even though this is a powerful mechanism that often leads to undecida...
Stéphane Demri, Deepak D'Souza, Régi...