Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/3150928.3150960acmotherconferencesArticle/Chapter ViewAbstractPublication PagesvaluetoolsConference Proceedingsconference-collections
demonstration

marmoteCore: a Markov Modeling Platform

Published: 05 December 2017 Publication History

Abstract

We present the marmoteCore software project, an open environment for modeling with Markov chains. This platform aims at providing the general scientific user with tools for creating Markov models and accessing the many solution algorithms available for their analysis. We describe its object-oriented architecture, some of its presently available features, and we discuss through examples how existing software can be interfaced with it.

References

[1]
P. Brémaud. Markov chains: Gibbs fields, Monte Carlo simulation, and queues. Vol. 31. Springer Science & Business Media, 1999.
[2]
L. Cerdà-Alabern. Closed form transient solution of continuous time markov chains through uniformization. In proc. 7th International Conference on Performance Evaluation Methodologies and Tools, Valuetools, Torino, 2013.
[3]
I. Dimitriou, S. Alouf and A. Jean-Marie. A Markovian queueing system for modeling a smart green base station. In: Proc. EPEW 2015, 12th Europ. Works, on Perf. Engineering, Madrid, 2015.
[4]
J.-M. Fourneau, Y. Ait El Mahjoub, F. Quessette and D. Vekris. XBorne 2016: A Brief Introduction, In: Proc. 31st Intl. Symp. Computer and Information Sciences, ISCIS 2016, Kraków, pp. 134--141, 2016.
[5]
N. Galtier, O. Gascuel and A. Jean-Marie, Introduction to Markov Models in Molecular Evolution. In: Statistical Methods in Molecular Evolution, R. Nielsen (ed.), Springer, 2005.
[6]
M. Hlynka. List of queueing theory software. Technical report, Univ. Windsor, http://web2.uwindsor.ca/math/hlynka/qsoft.html, dated March 10, 2017.
[7]
A.S. Horváth and M.S. Telek. PhFit: A General Phase-Type Fitting Tool, Computer Performance Evaluation: Modelling Techniques and Tools, LNCS #2324, p. 82, 2002.
[8]
J. P. Jarvis and D. R. Shier. Graph-theoretic analysis of finite Markov chains. In Applied Mathematical Modeling: A Multidisciplinary Approach, CRC Press, 1996.
[9]
T.M. Liggett. Stochastic interacting systems: contact, voter and exclusion processes. Wiley, 1999.
[10]
J.-G. Propp and D.B. Wilson. Exact Sampling with Coupled Markov Chains and Applications to Statistical Mechanics, Random Structures and Algorithms, 9(1-2), pp. 223--252, 1996.
[11]
PSI, Perfect Simulator. Software project http://psi.gforge.inria.fr/dokuwiki/doku.php, accessed 27/07/2017.
[12]
G. A. Spedicato, T. S. Kang, S. B. Yalamanchi and D. Yadav. The markovchain Package: A Package for Easily Handling Discrete Markov Chains in R, https://cran.r-project.org/web/packages/markovchain/vignettes/an_introduction_to_markovchain_package.pdf
[13]
W.J. Stewart. Introduction to the numerical Solution of Markov Chains. Princeton University Press, New Jersey, 1995.
[14]
A. Vallet, L. Chusseau, F. Phillippe and A. Jean-Marie. Semiconductor laser Markov models in the micro-canonical, canonical and grand-canonical ensembles. SigmaPhi 2017, Intl. Conf. Statistical Physics, Corfu, 2017.

Cited By

View all
  • (2023)Efficient Computation of Optimal Thresholds in Cloud Auto-scaling SystemsACM Transactions on Modeling and Performance Evaluation of Computing Systems10.1145/36035328:4(1-31)Online publication date: 24-Jul-2023
  • (2022)Gene prioritization based on random walks with restarts and absorbing states, to define gene sets regulating drug pharmacodynamics from single-cell analysesPLOS ONE10.1371/journal.pone.026895617:11(e0268956)Online publication date: 7-Nov-2022
  • (2019)Generating Optimal Thresholds in a Hysteresis Queue: Application to a Cloud Model2019 IEEE 27th International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS)10.1109/MASCOTS.2019.00040(283-294)Online publication date: Oct-2019

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Other conferences
VALUETOOLS 2017: Proceedings of the 11th EAI International Conference on Performance Evaluation Methodologies and Tools
December 2017
268 pages
ISBN:9781450363464
DOI:10.1145/3150928
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

In-Cooperation

  • EAI: The European Alliance for Innovation

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 05 December 2017

Check for updates

Author Tags

  1. Markov modeling
  2. software environment

Qualifiers

  • Demonstration
  • Research
  • Refereed limited

Funding Sources

Conference

VALUETOOLS 2017

Acceptance Rates

Overall Acceptance Rate 90 of 196 submissions, 46%

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)0
  • Downloads (Last 6 weeks)0
Reflects downloads up to 10 Nov 2024

Other Metrics

Citations

Cited By

View all
  • (2023)Efficient Computation of Optimal Thresholds in Cloud Auto-scaling SystemsACM Transactions on Modeling and Performance Evaluation of Computing Systems10.1145/36035328:4(1-31)Online publication date: 24-Jul-2023
  • (2022)Gene prioritization based on random walks with restarts and absorbing states, to define gene sets regulating drug pharmacodynamics from single-cell analysesPLOS ONE10.1371/journal.pone.026895617:11(e0268956)Online publication date: 7-Nov-2022
  • (2019)Generating Optimal Thresholds in a Hysteresis Queue: Application to a Cloud Model2019 IEEE 27th International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS)10.1109/MASCOTS.2019.00040(283-294)Online publication date: Oct-2019

View Options

Get Access

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media