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Replicating [Formula: see text] with Prolonged Retrials: An Experimental Report

Statistical model checking uses Monte Carlo simulation to analyse stochastic formal models. It avoids state space explosion, but requires rare event simulation techniques to efficiently estimate very low probabilities. One such technique is [Formula: see text] . Villén-Altamirano recently showed—by...

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Detalles Bibliográficos
Autores principales: Budde, Carlos E., Hartmanns, Arnd
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7984531/
http://dx.doi.org/10.1007/978-3-030-72013-1_21
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author Budde, Carlos E.
Hartmanns, Arnd
author_facet Budde, Carlos E.
Hartmanns, Arnd
author_sort Budde, Carlos E.
collection PubMed
description Statistical model checking uses Monte Carlo simulation to analyse stochastic formal models. It avoids state space explosion, but requires rare event simulation techniques to efficiently estimate very low probabilities. One such technique is [Formula: see text] . Villén-Altamirano recently showed—by way of a theoretical study and ad-hoc implementation—that a generalisation of [Formula: see text] to prolonged retrials offers improved performance. In this paper, we demonstrate our independent replication of the original experimental results. We implemented [Formula: see text] with prolonged retrials in the and modes tools, and apply them to the models used originally. To do so, we had to resolve ambiguities in the original work, and refine our setup multiple times. We ultimately confirm the previous results, but our experience also highlights the need for precise documentation of experiments to enable replicability in computer science.
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spelling pubmed-79845312021-03-23 Replicating [Formula: see text] with Prolonged Retrials: An Experimental Report Budde, Carlos E. Hartmanns, Arnd Tools and Algorithms for the Construction and Analysis of Systems Article Statistical model checking uses Monte Carlo simulation to analyse stochastic formal models. It avoids state space explosion, but requires rare event simulation techniques to efficiently estimate very low probabilities. One such technique is [Formula: see text] . Villén-Altamirano recently showed—by way of a theoretical study and ad-hoc implementation—that a generalisation of [Formula: see text] to prolonged retrials offers improved performance. In this paper, we demonstrate our independent replication of the original experimental results. We implemented [Formula: see text] with prolonged retrials in the and modes tools, and apply them to the models used originally. To do so, we had to resolve ambiguities in the original work, and refine our setup multiple times. We ultimately confirm the previous results, but our experience also highlights the need for precise documentation of experiments to enable replicability in computer science. 2021-02-26 /pmc/articles/PMC7984531/ http://dx.doi.org/10.1007/978-3-030-72013-1_21 Text en © The Author(s) 2021 Open Access This chapter is licensed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made. The images or other third party material in this chapter are included in the chapter's Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the chapter's Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder.
spellingShingle Article
Budde, Carlos E.
Hartmanns, Arnd
Replicating [Formula: see text] with Prolonged Retrials: An Experimental Report
title Replicating [Formula: see text] with Prolonged Retrials: An Experimental Report
title_full Replicating [Formula: see text] with Prolonged Retrials: An Experimental Report
title_fullStr Replicating [Formula: see text] with Prolonged Retrials: An Experimental Report
title_full_unstemmed Replicating [Formula: see text] with Prolonged Retrials: An Experimental Report
title_short Replicating [Formula: see text] with Prolonged Retrials: An Experimental Report
title_sort replicating [formula: see text] with prolonged retrials: an experimental report
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7984531/
http://dx.doi.org/10.1007/978-3-030-72013-1_21
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