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- W2965187938 abstract "Stochastic model checking is a technique for analyzing systems that possess probabilistic characteristics. However, its scalability is limited as probabilistic models of real-world applications typically have very large or infinite state space. This paper presents a new infinite state CTMC model checker, STAMINA, with improved scalability. It uses a novel state space approximation method to reduce large and possibly infinite state CTMC models to finite state representations that are amenable to existing stochastic model checkers. It is integrated with a new property-guided state expansion approach that improves the analysis accuracy. Demonstration of the tool on several benchmark examples shows promising results in terms of analysis efficiency and accuracy compared with a state-of-the-art CTMC model checker that deploys a similar approximation method." @default.
- W2965187938 created "2019-08-13" @default.
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- W2965187938 date "2019-01-01" @default.
- W2965187938 modified "2023-09-29" @default.
- W2965187938 title "STAMINA: STochastic Approximate Model-Checker for INfinite-State Analysis" @default.
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- W2965187938 doi "https://doi.org/10.1007/978-3-030-25540-4_31" @default.
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