An estimate of the expectation of the excess of a renewal sequence generated by a time-inhomogeneous Markov chain if a square-integrable majorizing sequence exists
Author:
V. V. Golomozyĭ
Translated by:
S. Kvasko
Journal:
Theor. Probability and Math. Statist. 94 (2017), 53-62
MSC (2010):
Primary 60J45; Secondary 60A05, 60K05
DOI:
https://doi.org/10.1090/tpms/1008
Published electronically:
August 25, 2017
MathSciNet review:
3553453
Full-text PDF
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Additional Information
Abstract: We consider sufficient conditions providing the existence of the expectation of the excess of a renewal sequence for a time-inhomogeneous Markov chain with an arbitrary space of states. For such a chain, we study the behavior of the corresponding renewal process, the sequence of moments when the chain returns to a certain set $C$. The main aim of the paper is to derive a numerical bound for the expectation of the excess of the renewal sequence defined as the time between a moment $t$ and the first renewal after $t$.
References
- W. Doeblin, Expose de la theorie des chaines simples constantes de Markov a un nomber fini d’estats, Mathematique de l’Union Interbalkanique 2 (1938), 77–105.
- N. V. Kartashov, Strong stable Markov chains, VSP, Utrecht; TBiMC Scientific Publishers, Kiev, 1996. MR 1451375
- N. V. Kartashov, Exponential asymptotics of matrices of the Markov renewal, Asymptotic Problems for Stochastic Processes, Preprint 77-24, Akad. Nauk Ukrain. SSR, Inst. Matem., Kiev, 1977, pp. 2–43. (Russian)
- E. Nummelin, A splitting technique for Harris recurrent Markov chains, Z. Wahrsch. Verw. Gebiete 43 (1978), no. 4, 309–318. MR 0501353, DOI https://doi.org/10.1007/BF00534764
- E. Nummelin and R. L. Tweedie, Geometric ergodicity and $R$-positivity for general Markov chains, Ann. Probability 6 (1978), no. 3, 404–420. MR 474504, DOI https://doi.org/10.1214/aop/1176995527
- Torgny Lindvall, On coupling of discrete renewal processes, Z. Wahrsch. Verw. Gebiete 48 (1979), no. 1, 57–70. MR 533006, DOI https://doi.org/10.1007/BF00534882
- I. N. Kovalenko and N. Ju. Kuznecov, Postroenie vlozhennogo protsessa vosstanovleniya dlya sushchestvenno mnogomernykh protsessov teorii massovogo obsluzhivaniya i ego primenenie k polucheniyu predel′nykh teorem, Preprint 80 [Preprint 80], vol. 12, Akad. Nauk Ukrain. SSR, Inst. Kibernet., Kiev, 1980 (Russian). MR 612478
- Peter Ney, A refinement of the coupling method in renewal theory, Stochastic Process. Appl. 11 (1981), no. 1, 11–26. MR 608004, DOI https://doi.org/10.1016/0304-4149%2881%2990018-1
- Esa Nummelin and Pekka Tuominen, Geometric ergodicity of Harris recurrent Markov chains with applications to renewal theory, Stochastic Process. Appl. 12 (1982), no. 2, 187–202. MR 651903, DOI https://doi.org/10.1016/0304-4149%2882%2990041-2
- Esa Nummelin, General irreducible Markov chains and nonnegative operators, Cambridge Tracts in Mathematics, vol. 83, Cambridge University Press, Cambridge, 1984. MR 776608
- Vladimir M. Zolotarev, Modern theory of summation of random variables, Modern Probability and Statistics, VSP, Utrecht, 1997. MR 1640024
- S. T. Rachev, The Monge-Kantorovich problem on mass transfer and its applications in stochastics, Teor. Veroyatnost. i Primenen. 29 (1984), no. 4, 625–653 (Russian). MR 773434
- Torgny Lindvall, Lectures on the coupling method, Wiley Series in Probability and Mathematical Statistics: Probability and Mathematical Statistics, John Wiley & Sons, Inc., New York, 1992. A Wiley-Interscience Publication. MR 1180522
- Pekka Tuominen and Richard L. Tweedie, Subgeometric rates of convergence of $f$-ergodic Markov chains, Adv. in Appl. Probab. 26 (1994), no. 3, 775–798. MR 1285459, DOI https://doi.org/10.2307/1427820
- Pekka Tuominen and Richard L. Tweedie, Subgeometric rates of convergence of $f$-ergodic Markov chains, Adv. in Appl. Probab. 26 (1994), no. 3, 775–798. MR 1285459, DOI https://doi.org/10.2307/1427820
- J. N. Corcoran and R. L. Tweedie, Perfect sampling of ergodic Harris chains, Ann. Appl. Probab. 11 (2001), no. 2, 438–451. MR 1843053, DOI https://doi.org/10.1214/aoap/1015345299
- Hermann Thorisson, Coupling, stationarity, and regeneration, Probability and its Applications (New York), Springer-Verlag, New York, 2000. MR 1741181
- Søren F. Jarner and Gareth O. Roberts, Polynomial convergence rates of Markov chains, Ann. Appl. Probab. 12 (2002), no. 1, 224–247. MR 1890063, DOI https://doi.org/10.1214/aoap/1015961162
- Jeffrey S. Rosenthal, Quantitative convergence rates of Markov chains: a simple account, Electron. Comm. Probab. 7 (2002), 123–128. MR 1917546, DOI https://doi.org/10.1214/ECP.v7-1054
- R. Douc, E. Moulines, and Jeffrey S. Rosenthal, Quantitative bounds on convergence of time-inhomogeneous Markov chains, Ann. Appl. Probab. 14 (2004), no. 4, 1643–1665. MR 2099647, DOI https://doi.org/10.1214/105051604000000620
- Randal Douc, Gersende Fort, Eric Moulines, and Philippe Soulier, Practical drift conditions for subgeometric rates of convergence, Ann. Appl. Probab. 14 (2004), no. 3, 1353–1377. MR 2071426, DOI https://doi.org/10.1214/105051604000000323
- Randal Douc, Eric Moulines, and Philippe Soulier, Computable convergence rates for sub-geometric ergodic Markov chains, Bernoulli 13 (2007), no. 3, 831–848. MR 2348753, DOI https://doi.org/10.3150/07-BEJ5162
- D. J. Daley, Tight bounds for the renewal function of a random walk, Ann. Probab. 8 (1980), no. 3, 615–621. MR 573298
- Randal Douc, Gersende Fort, and Arnaud Guillin, Subgeometric rates of convergence of $f$-ergodic strong Markov processes, Stochastic Process. Appl. 119 (2009), no. 3, 897–923. MR 2499863, DOI https://doi.org/10.1016/j.spa.2008.03.007
- V. V. Golomozyĭ, Stability of time in-homogeneous Markov chains, Visn. Kyiv. Univer. Ser. Phys. Math. 4 (2009), 10–15. (Ukrainian)
- V. V. Golomoziĭ, A subgeometric estimate for the stability of time-homogeneous Markov chains, Teor. Ĭmovīr. Mat. Stat. 81 (2009), 31–45 (Ukrainian, with English, Russian and Ukrainian summaries); English transl., Theory Probab. Math. Statist. 81 (2010), 35–50. MR 2667308, DOI https://doi.org/10.1090/S0094-9000-2010-00808-8
- M. V. Kartashov, Boundedness, limits, and stability of solutions of an inhomogeneous perturbation of a renewal equation on a half-line, Teor. Ĭmovīr. Mat. Stat. 81 (2009), 65–75 (Ukrainian, with English and Ukrainian summaries); English transl., Theory Probab. Math. Statist. 81 (2010), 71–83. MR 2667311, DOI https://doi.org/10.1090/S0094-9000-2010-00811-8
- M. V. Kartashov and V. V. Golomoziĭ, The mean coupling time of independent discrete renewal processes, Teor. Ĭmovīr. Mat. Stat. 84 (2011), 77–83 (Ukrainian, with English, Russian and Ukrainian summaries); English transl., Theory Probab. Math. Statist. 84 (2012), 79–86. MR 2857418, DOI https://doi.org/10.1090/S0094-9000-2012-00855-7
- M. V. Kartashov and V. V. Golomoziĭ, Maximal coupling and stability of discrete Markov chains. I, Teor. Ĭmovīr. Mat. Stat. 86 (2011), 81–91 (Ukrainian, with English, Russian and Ukrainian summaries); English transl., Theory Probab. Math. Statist. 86 (2013), 93–104. MR 2986452, DOI https://doi.org/10.1090/S0094-9000-2013-00891-6
- M. V. Kartashov and V. V. Golomozyĭ, Maximal coupling procedure and stability of discrete Markov chains. II, Theory Probab. Math. Statist. 87 (2013), 65–78. Translation of Teor. Ǐmovīr. Mat. Stat. No. 87 (2012), 58–70. MR 3241447, DOI https://doi.org/10.1090/S0094-9000-2014-00905-9
- V. V. Golomozyĭand M. V. Kartashov, On coupling moment integrability for time-nonhomogeneous Markov chains, Teor. Ĭmovir. Mat. Stat. 89 (2014), 1–11; English transl. in Theory Probab. Math. Statist. 89 (2014), 1–12.
- V. V. Golomoziĭ, Inequalities for the coupling time of two inhomogeneous Markov chains, Teor. Ĭmovīr. Mat. Stat. 90 (2014), 39–51 (Ukrainian, with English, Russian and Ukrainian summaries); English transl., Theory Probab. Math. Statist. 90 (2015), 43–56. MR 3241859, DOI https://doi.org/10.1090/tpms/948
- V. V. Golomoziĭ and M. V. Kartashov, Maximal coupling and $V$-stability of discrete nonhomogeneous Markov chains, Teor. Ĭmovīr. Mat. Stat. 93 (2015), 22–33 (Ukrainian, with English, Russian and Ukrainian summaries); English transl., Theory Probab. Math. Statist. 93 (2016), 19–31. MR 3553437, DOI https://doi.org/10.1090/tpms/992
- V. V. Golomozyĭ, M. V. Kartashov, and Yu. M. Kartashov, The impact of stress factor on the price of widow’s pension. Proofs, Teor. Ĭmovir. Mat. Stat. 92 (2015), 23–27; English transl. in Theory Probab. Math. Statist. 92 (2016), 17–22.
- Yurij Kartashov, Vitalij Golomoziy, and Nikolai Kartashov, The impact of stress factors on the price of widow’s pensions, Modern problems in insurance mathematics, EAA Ser., Springer, Cham, 2014, pp. 223–237. MR 3330687
References
- W. Doeblin, Expose de la theorie des chaines simples constantes de Markov a un nomber fini d’estats, Mathematique de l’Union Interbalkanique 2 (1938), 77–105.
- N. V. Kartashov, Strong Stable Markov Chains, VSP/“TViMS”, Utrecht/Kiev, The Netherlands/Ukraine, 1996. MR 1451375
- N. V. Kartashov, Exponential asymptotics of matrices of the Markov renewal, Asymptotic Problems for Stochastic Processes, Preprint 77-24, Akad. Nauk Ukrain. SSR, Inst. Matem., Kiev, 1977, pp. 2–43. (Russian)
- E. Nummelin, A splitting technique for Harris recurrent chains, Z. Wahrsch. Verw. Geb. 43 (1978), 309–318. MR 0501353
- E. Nummelin and R. L. Tweedie, Geometric ergodicity and $R$-positivity for general Markov chains, Ann. Probab. 6 (1978), 404–420. MR 0474504
- T. Lindvall, On coupling of discrete renewal sequences, Z. Wahrsch. Verw. Gebiete 48 (1979), 57–70. MR 533006
- I. N. Kovalenko and N. Yu. Kuznetsov, Construction of an embedding renewal process for essentially multidimensional processes of queueing theory and its application to obtaining limit theorems, Preprint 80-12, Akad. Nauk Ukrain. SSR, Inst. Kibernet., Kiev, 1980. (Russian) MR 612478
- P. Ney, A refinement of the coupling method in renewal theory, Stoch. Process. Appl. 11 (1981), 11–26. MR 608004
- E. Numemelin and P. Tuominen, Geometric ergodicity of Harris recurrent Markov chains with applications to renewal theory, Stoch. Proc. Appl. 12 (1982), 187–202. MR 651903
- E. Nummelin, General Irreducible Markov Chains and Nonnegative Operators, Cambridge University Press, Cambridge, 1984. MR 776608
- V. M. Zolotarev, Modern Theory of Summation of Random Variables, “Nauka”, Moscow, 1986; English transl., VSP, Utrecht, 1997. MR 1640024
- S. T. Rachev, The Monge–Kantorovich mass transference problem and its stochastic applications, Teor. Veroyatnost. Primenen. 29 (1984), no. 4, 625–653; English transl. in Theory Probab. Appl. 29 (1985), no. 4, 647–676. MR 773434
- T. Lindvall, Lectures on the Coupling Method, John Wiley and Sons, 1991. MR 1180522
- P. Tuominen and R. Tweedie, Subgeometric rates of convergence of $f$-ergodic Markov chains, Adv. Appl. Probab. 26 (1994), 775–798. MR 1285459
- P. Tuominen and R. L. Tweedie, Subgeometric rates of convergence of $f$-ergodic Markov chains, Adv. Appl. Probab. 26 (1994), 775–798. MR 1285459
- R. L. Tweedie and J. N. Corcoran, Perfect sampling of ergodic Harris chains, Ann. Appl. Probab. 11 (2001), no. 2, 438–451. MR 1843053
- H. Thorisson, Coupling, Stationarity, and Regeneration, Springer, New York, 2000. MR 1741181
- S. F. Jarner and G. O. Roberts, Polynomial convergence rates of Markov chains, Ann. Appl. Probab. 12 (2001), 224–247. MR 1890063
- R. Douc, E. Moulines, and J. S. Rosenthal, Quantitative bounds for geometric convergence rates of Markov chains, Ann. Appl. Probab. 14 (2004), 1643–1664. MR 1917546
- R. Douc, E. Mouliness, and J. S. Rothenthal, Quantitative bounds on convergence of Time-inhomogeneous Markov chains, Ann. Appl. Probab. 14 (2004), no. 4, 1643–1665. MR 2099647
- R. Douc, E. Moulines, and P. Soulier, Practical drift conditions for subgeometric rates of convergence, Ann. Appl. Probab. 14 (2004), no. 4, 1353–1377. MR 2071426
- R. Douc, E. Moulines, and P. Soulier, Computable convergence rates for subgeometrically ergodic Markov chains, Bernoulli 13 (2007), no. 3, 831–848. MR 2348753
- D. J. Daley, Tight bounds for the renewal function of a random walk, Ann. Probab. 8 (1980), no. 3, 615–621. MR 573298
- R. Douc, G. Fort, and A. Guillin, Subgeometric rates of convergence of $f$-ergodic strong Markov processes, Stoch. Process. Appl. 119 (2009), no. 3, 897–923. MR 2499863
- V. V. Golomozyĭ, Stability of time in-homogeneous Markov chains, Visn. Kyiv. Univer. Ser. Phys. Math. 4 (2009), 10–15. (Ukrainian)
- V. V. Golomozyĭ, A subgeometric estimate for the stability of time-homogeneous Markov chains, Teor. Ĭmovir. Mat. Stat. 81 (2010), 31–46; English transl. in Theory Probab. Math. Statist. 81 (2009), 31–45. MR 2667308
- M. V. Kartashov, Boundedness, limits, and stability of solutions of an nonhomogeneous perturbation of a renewal equation on a half-line, Teor. Ĭmovir. Mat. Stat. 81 (2009), 65–75; English transl. in Theory Probab. Math. Statist. 81 (2010), 71–83. MR 2667311
- M. V. Kartashov and V. V. Golomozyĭ, The mean coupling time of independent discrete renewal processes, Teor. Ĭmovir. Mat. Stat. 84 (2011), 78–85; English transl. in Theory Probab. Math. Statist. 84 (2012), 79–86. MR 2857418
- M. V. Kartashov and V. V. Golomozyĭ, Maximal coupling procedure and stability of discrete Markov chains. I, Teor. Ĭmovir. Mat. Stat. 86 (2012), 81–92; English transl. in Theory Probab. Math. Statist. 86 (2013), 93–104. MR 2986452
- M. V. Kartashov and V. V. Golomozyĭ, Maximal coupling procedure and stability of discrete Markov chains. II, Teor. Ĭmovir. Mat. Stat. 87 (2012), 58–70; English transl. in Theory Probab. Math. Statist. 87 (2013), 65–78. MR 3241447
- V. V. Golomozyĭand M. V. Kartashov, On coupling moment integrability for time-nonhomogeneous Markov chains, Teor. Ĭmovir. Mat. Stat. 89 (2014), 1–11; English transl. in Theory Probab. Math. Statist. 89 (2014), 1–12.
- V. V. Golomozyĭ, Inequalities for the coupling time of two nonhomogeneous Markov chains, Teor. Ĭmovir. Mat. Stat. 90 (2014), 39–51; English transl. in Theory Probab. Math. Statist. 90 (2015), 43–56. MR 3241859
- M. V. Kartashov and V. V. Golomozyĭ, Maximal coupling and stability of discrete nonhomogeneous Markov chains, Teor. Ĭmovir. Mat. Stat. 91 (2014), 16–26; English transl. in Theory Probab. Math. Statist. 91 (2015), 17–27. MR 3553437
- V. V. Golomozyĭ, M. V. Kartashov, and Yu. M. Kartashov, The impact of stress factor on the price of widow’s pension. Proofs, Teor. Ĭmovir. Mat. Stat. 92 (2015), 23–27; English transl. in Theory Probab. Math. Statist. 92 (2016), 17–22.
- Y. Kartashov, V. Golomoziy, and N. Kartashov, The impact of stress factor on the price of widow’s pension, Modern Problems in Insurance Mathematics (D. Silverstrov and A. Martin-Löf, eds.), E. A. A. Series, Springer, 2014, 223–237. MR 3330687
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Additional Information
V. V. Golomozyĭ
Affiliation:
Department of Probability Theory, Statistics, and Actuarial Mathematics, Faculty for Mechanics and Mathematics, National Taras Shevchenko University, Academician Glushkov Avenue, 6, Kyiv 03127, Ukraine
Email:
mailtower@gmail.com
Keywords:
Coupling theory,
coupling method,
maximal coupling,
discrete Markov chains,
stability of distributions
Received by editor(s):
April 10, 2016
Published electronically:
August 25, 2017
Article copyright:
© Copyright 2017
American Mathematical Society