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SOME GENERALIZED SHANNON-MCMILLAN THEOREMS FOR NONHOMOGENEOUS MARKOV CHAINS ON SECOND-ORDER GAMBLING SYSTEMS INDEXED BY AN INFINITE TREE WITH UNIFORMLY BOUNDED DEGREE

  • Wang, Kangkang (School of Mathematics and Physics, Jiangsu University of Science and Technology) ;
  • Xu, Zurun (School of Mathematics and Physics, Jiangsu University of Science and Technology)
  • Received : 2010.12.09
  • Accepted : 2011.08.12
  • Published : 2012.01.30

Abstract

In this paper, a generalized Shannon-McMillan theorem for the nonhomogeneous Markov chains indexed by an infinite tree which has a uniformly bounded degree is discussed by constructing a nonnegative martingale and analytical methods. As corollaries, some Shannon-Mcmillan theorems for the nonhomogeneous Markov chains indexed by a homogeneous tree and the nonhomogeneous Markov chain are obtained. Some results which have been obtained are extended.

Keywords

References

  1. W. Liu and W.G. Yang, An extension of Shannon-McMillan theorem and some limit properties for nonhomogeneous Markov chains, Stochastic Process. Appl 61(1996), 129-145. https://doi.org/10.1016/0304-4149(95)00068-2
  2. W. Liu and W.G. Yang, Some extension of Shannon-McMillan theorem, J. of Combinatorics Information and System Science 21(1996), 211-223.
  3. Z. Ye and T. Berger, Information Measure for Discrete Random Fields, Science Press, Beijing, New York. 1998.
  4. T. Berger and Z. Ye, Entropic aspects of random fields on trees, IEEE Trans. Inform. Theory 36(1990), 1006-1018. https://doi.org/10.1109/18.57200
  5. Z. Ye and T. Berger, Ergodic regularity and asymptotic equipartition property of random fields on trees, Combin. Inform. System. Sci 21(1996), 157-184.
  6. W.G. Yang, Some limit properties for Markov chains indexed by homogeneous tree , Stat. Probab. Letts. 65(2003), 241-250. https://doi.org/10.1016/j.spl.2003.04.001
  7. W. Liu and W.G. Yang, Some strong limit theorems for Markov chain fields on trees, Probability in the Engineering and Informational Science 18(2004), 411-422.
  8. W.G. Yang and Z. Ye, The asymptotic equipartition property for nonhomogeneous Markov chains indexed by a homogeneous tree, IEEE Trans. Inform. Theory 53(2007), 3275-3280 https://doi.org/10.1109/TIT.2007.903134
  9. K.L. Chung, A Course in Probability Theory, Academic Press, New York. 1974.
  10. J.G. Kemeny, J.L. Snell and A.W. Knapp, Denumerabl Markov chains, Springer, New York. 1974
  11. F. Spitzer, Markov random fields on an infinite tree, Ann. Probab. 3(1975), 387-398 https://doi.org/10.1214/aop/1176996347
  12. J.L. Doob. Stochastic Process, Wiley, New York. 1953.
  13. K.K. Wang, Some research on Shannon-McMillan theorem for mth-Order nonhomogeneous Markov information source, Stochastic Analysis and Applications 27 (2009), 1117-1128. https://doi.org/10.1080/07362990903259157
  14. P. Billingsley, Probability and Measure, Wiley, New York. 1986.
  15. R.V. Mises, Mathematical Theory of Probability and Statistics, Academic Press, New York. 1964.
  16. A.N. Kolmogorov, On the logical foundation of probability theory, Springer-Verlag. New York, 1982.
  17. W. Liu and Z. Wang, An extension of a theorem on gambling systems to arbitrary binary random variables, Statistics and Probability Letters 28(1996), 51-58. https://doi.org/10.1016/0167-7152(95)00081-X
  18. W. Liu, A limit property of arbitrary discrete information sources, Taiwanese J. Math. 3(1999), 539-546. https://doi.org/10.11650/twjm/1500407166