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» Probabilistic logic with independence
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FOSSACS
2007
Springer
14 years 2 months ago
Logical Characterizations of Bisimulations for Discrete Probabilistic Systems
We give logical characterizations of bisimulation relations for the probabilistic automata of Segala in terms of three Hennessy-Milner style logics. The three logics characterize s...
Augusto Parma, Roberto Segala
ILP
2005
Springer
14 years 2 months ago
Logical Bayesian Networks and Their Relation to Other Probabilistic Logical Models
Abstract. Logical Bayesian Networks (LBNs) have recently been introduced as another language for knowledge based model construction of Bayesian networks, besides existing languages...
Daan Fierens, Hendrik Blockeel, Maurice Bruynooghe...
CORR
2011
Springer
143views Education» more  CORR 2011»
13 years 11 days ago
Probabilistic Logic: Many-valuedness and Intensionality
The probability theory is a well-studied branch of mathematics, in order to carry out formal reasoning about probability. Thus, it is important to have a logic, both for computati...
Zoran Majkic
AAAI
2012
11 years 11 months ago
A Tractable First-Order Probabilistic Logic
Tractable subsets of first-order logic are a central topic in AI research. Several of these formalisms have been used as the basis for first-order probabilistic languages. Howev...
Pedro Domingos, William Austin Webb
ASM
2010
ASM
14 years 1 months ago
Formal Probabilistic Analysis: A Higher-Order Logic Based Approach
Traditionally, simulation is used to perform probabilistic analysis. However, it provides less accurate results and cannot handle large-scale problems due to the enormous CPU time ...
Osman Hasan, Sofiène Tahar