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Accelerating Parametric Probabilistic Verification

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arxiv 1312.3979 v3 pith:75R43NOU submitted 2013-12-13 cs.SE

Accelerating Parametric Probabilistic Verification

classification cs.SE
keywords approachesnovelparametricpolynomialsprobabilitiesacceleratingalgorithmchains
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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We present a novel method for computing reachability probabilities of parametric discrete-time Markov chains whose transition probabilities are fractions of polynomials over a set of parameters. Our algorithm is based on two key ingredients: a graph decomposition into strongly connected subgraphs combined with a novel factorization strategy for polynomials. Experimental evaluations show that these approaches can lead to a speed-up of up to several orders of magnitude in comparison to existing approaches

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