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» Approximate Probabilistic Model Checking
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NIPS
2008
13 years 7 months ago
Improving on Expectation Propagation
A series of corrections is developed for the fixed points of Expectation Propagation (EP), which is one of the most popular methods for approximate probabilistic inference. These ...
Manfred Opper, Ulrich Paquet, Ole Winther
FORMATS
2003
Springer
13 years 11 months ago
Discrete-Time Rewards Model-Checked
Abstract. This paper presents a model-checking approach for analyzing discrete-time Markov reward models. For this purpose, the temporal logic probabilistic CTL is extended with re...
Suzana Andova, Holger Hermanns, Joost-Pieter Katoe...
FORMATS
2004
Springer
13 years 11 months ago
Symbolic Model Checking for Probabilistic Timed Automata
Probabilistic timed automata are timed automata extended with discrete probability distributions, and can be used to model timed randomised protocols or faulttolerant systems. We ...
Marta Z. Kwiatkowska, Gethin Norman, Jeremy Sprost...
ARTS
1999
Springer
13 years 10 months ago
ProbVerus: Probabilistic Symbolic Model Checking
Model checking can tell us whether a system is correct; probabilistic model checking can also tell us whether a system is timely and reliable. Moreover, probabilistic model checkin...
Vicky Hartonas-Garmhausen, Sérgio Vale Agui...
AAAI
2000
13 years 7 months ago
Towards Feasible Approach to Plan Checking under Probabilistic Uncertainty: Interval Methods
The main problem of planning is to find a sequence of actions that an agent must perform to achieve a given objective. An important part of planning is checking whether a given pl...
Raul Trejo, Vladik Kreinovich, Chitta Baral