Efficient calculation of rare event probabilities in Markovian queueing networks. Mikeev, L., Sandmann, W., & Wolf, V. In VALUETOOLS 2011 - 5th International ICST Conference on Performance Evaluation Methodologies and Tools, 2011.
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We address the computation of rare event probabilities in Markovian queueing networks with huge or possibly even infinite state spaces. For this purpose, we incorporate ideas from importance sampling simulations into a non-simulative numerical method that approximates transient probabilities based on a dynamical truncation of the state space. A change of measure technique is applied in order to accomplish a guided state space exploration. Numerical results for three different example networks demonstrate the efficiency and accuracy of our method. Copyright © 2011 ICST.
@inproceedings{
 title = {Efficient calculation of rare event probabilities in Markovian queueing networks},
 type = {inproceedings},
 year = {2011},
 keywords = {[Importance sampling, Markov chains, Queueing netw},
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 abstract = {We address the computation of rare event probabilities in Markovian queueing networks with huge or possibly even infinite state spaces. For this purpose, we incorporate ideas from importance sampling simulations into a non-simulative numerical method that approximates transient probabilities based on a dynamical truncation of the state space. A change of measure technique is applied in order to accomplish a guided state space exploration. Numerical results for three different example networks demonstrate the efficiency and accuracy of our method. Copyright © 2011 ICST.},
 bibtype = {inproceedings},
 author = {Mikeev, L. and Sandmann, W. and Wolf, V.},
 doi = {10.4108/icst.valuetools.2011.245597},
 booktitle = {VALUETOOLS 2011 - 5th International ICST Conference on Performance Evaluation Methodologies and Tools}
}

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