Numerical Method for Bounds Computations of Discrete-Time Markov Chains with Different State Spaces

被引:0
|
作者
Ahmane, Mourad [1 ]
Truffet, Laurent [2 ]
机构
[1] Univ Technol Belfort Montbeliard, SET Lab, F-90010 Belfort, France
[2] Ecole Mines, F-44307 Nantes, France
来源
ANALYTICAL AND STOCHASTIC MODELING TECHNIQUES AND APPLICATIONS, PROCEEDINGS | 2009年 / 5513卷
关键词
Discrete-time Markov chains; comparison; bounds; Gamma-algorithm;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we propose a numerical method for bounds computations of discrete-time Markov chains with different state spaces. This method is based on the necessary and sufficient conditions for the comparison of one-dimensional (also known as the point-wise comparison) of discrete-time Markov chains given in our previous work [3]. For achieving our objective, we proceed as follows. Firstly, we transform the comparison criterion under the form of a complete linear system of inequalities. Secondly, we use our implementation on Scilab software of Gamma-algorithm to determine the set of all possible bounds of a given Markov chain.
引用
收藏
页码:309 / +
页数:4
相关论文
共 50 条
  • [1] Stationary distributions of discrete-time Markov chains in random environment: Exact computations and bounds
    Economou, A
    STOCHASTIC MODELS, 2004, 20 (01) : 103 - 127
  • [2] Exponential bounds for discrete-time singularly perturbed Markov chains
    Zhang, Q
    Yin, G
    JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2004, 293 (02) : 645 - 662
  • [3] Quasi-Monte Carlo simulation of discrete-time Markov chains on multidimensional state spaces
    El Haddad, Rami
    Lecot, Christian
    L'Ecuyer, Pierre
    MONTE CARLO AND QUASI-MONTE CARLO METHODS 2006, 2008, : 413 - +
  • [4] Formalization of Finite-State Discrete-Time Markov Chains in HOL
    Liu, Liya
    Hasan, Osman
    Tahar, Sofiene
    AUTOMATED TECHNOLOGY FOR VERIFICATION AND ANALYSIS, 2011, 6996 : 90 - 104
  • [5] Bounds on the deviation of discrete-time Markov chains from their mean-field model
    Bortolussi, Luca
    Hayden, Richard A.
    PERFORMANCE EVALUATION, 2013, 70 (10) : 736 - 749
  • [6] ON THE EMBEDDING PROBLEM FOR DISCRETE-TIME MARKOV CHAINS
    Guerry, Marie-Anne
    JOURNAL OF APPLIED PROBABILITY, 2013, 50 (04) : 918 - 930
  • [7] Hierarchical Counterexamples for Discrete-Time Markov Chains
    Jansen, Nils
    Abraham, Erika
    Katelaan, Jens
    Wimmer, Ralf
    Katoen, Joost-Pieter
    Becker, Bernd
    AUTOMATED TECHNOLOGY FOR VERIFICATION AND ANALYSIS, 2011, 6996 : 443 - +
  • [8] Singularly perturbed discrete-time Markov chains
    Yin, G
    Zhang, Q
    SIAM JOURNAL ON APPLIED MATHEMATICS, 2000, 61 (03) : 834 - 854
  • [9] Interval Discrete-Time Markov Chains Simulation
    Galdino, Sergio
    2014 INTERNATIONAL CONFERENCE ON FUZZY THEORY AND ITS APPLICATIONS (IFUZZY2014), 2014, : 183 - 188
  • [10] Subgeometric Rates of Convergence for Discrete-Time Markov Chains Under Discrete-Time Subordination
    Chang-Song Deng
    Journal of Theoretical Probability, 2020, 33 : 522 - 532