Skip to main content
Log in

Normal Approximations for Descents and Inversions of Permutations of Multisets

  • Published:
Journal of Theoretical Probability Aims and scope Submit manuscript

Abstract

Normal approximations for descents and inversions of permutations of the set {1,2,…,n} are well known. We consider the number of inversions of a permutation π(1),π(2),…,π(n) of a multiset with n elements, which is the number of pairs (i,j) with 1≤i<jn and π(i)>π(j). The number of descents is the number of i in the range 1≤i<n such that π(i)>π(i+1). We prove that, appropriately normalized, the distribution of both inversions and descents of a random permutation of the multiset approaches the normal distribution as n→∞, provided that the permutation is equally likely to be any possible permutation of the multiset and no element occurs more than α n times in the multiset for a fixed α with 0<α<1. Both normal approximation theorems are proved using the size bias version of Stein’s method of auxiliary randomization and are accompanied by error bounds.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Baldi, P., Rinott, Y., Stein, C.: A normal approximation for the number of local maxima of a random function on a graph. In: Probability, Statistics, and Mathematics: Papers in Honor of Samuel Karlin, pp. 59–81. Academic (1989)

  2. Barton, D.E., Mallows, C.L.: Some aspects of random sequence. Ann. Math. Stat. 36, 236–260 (1965)

    MathSciNet  Google Scholar 

  3. Ciarlet, P.G.: Introduction to Numerical Linear Algebra and Optimization. Cambridge University Press, Cambridge (1989)

    Google Scholar 

  4. Conger, M.: A refinement of Eulerian numbers, and the joint distribution of π(1) and Des(π) in s n . Ars Comb., to appear. Available at www.arxiv.org

  5. Conger, M., Viswanath, D.: Riffle shuffles of decks with repeated cards. Ann. Probab. 34, 804–819 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  6. International Human Genome Consortium: Finishing the euchromatic sequence of the human genome. Nature 431, 931–945 (2004)

    Article  Google Scholar 

  7. Diaconis, P.: Group Representations in Probability and Statistics. Institute of Mathematical Statistics, USA (1988)

    MATH  Google Scholar 

  8. Fulman, J.: Stein’s method and non-reversible Markov chains. In: Stein’s Method: Expository Lectures and Applications, pp. 66–77. Institute of Mathematical Statistics, Hayward (2004)

    Google Scholar 

  9. Goldstein, L.: Berry Esseen bounds for combinatorial central limit theorems and pattern occurences, using zero and size biasing. J. Appl. Probab. 42, 661–683 (2005)

    Article  MATH  MathSciNet  Google Scholar 

  10. Goldstein, L., Rinott, Y.: Multivariate normal approximations by Stein’s method and size bias couplings. J. Appl. Probab. 33, 1–17 (1996)

    Article  MATH  MathSciNet  Google Scholar 

  11. Gusev, V.D., Nemytikov, L.A., Chuzanova, N.A.: On the complexity measure of genetic sequences. Bioinformatics 15, 994–999 (1999)

    Article  Google Scholar 

  12. Knuth, D.E.: Seminumerical Algorithms, The Art of Computer Programming, vol. 2, 3rd edn. Addison-Wesley, Massachusetts (1997)

    Google Scholar 

  13. Knuth, D.E.: Searching and Sorting, The Art of Computer Programming, vol. 3, 3rd edn. Addison-Wesley, Massachusetts (1998)

    Google Scholar 

  14. Levene, H., Wolfowitz, J.: The covariance matrix of runs up and down. Ann. Math. Stat. 15, 58–69 (1944)

    MathSciNet  Google Scholar 

  15. MacMahon, P.A.: Combinatory Analysis, vol. 1. Cambridge University Press, Cambridge (1915)

    Google Scholar 

  16. Mantegna, R.N., et al.: Linguistic features of noncoding dna. Phys. Rev. Lett. 15, 3169–3172 (1994)

    Article  MathSciNet  Google Scholar 

  17. Rinott, Y., Rotar, V.: On coupling constructions and rates in the CLT for dependent summands with applications to the antivoter model and U-statistics. Ann. Appl. Probab. 7, 1080–1105 (1997)

    Article  MATH  MathSciNet  Google Scholar 

  18. Stanley, R.: Eulerian partitions of a unit hypercube. In: Aigner, M. (ed.) Higher Combinatorics. Reidel, Dordrecht (1977)

    Google Scholar 

  19. Stein, C.: A bound for the error in the normal approximation of the distribution of a sum of dependent random variables. In: Proceedings of the Sixth Berkeley Symposium on Mathematical Statistics and Probability, vol. 2, pp. 583–602 (1972)

  20. Stein, C.: Approximate Computation of Expectations. Institute of Mathematical Statistics, Hayward (1986)

    MATH  Google Scholar 

  21. Wolfowitz, J.: Asymptotic distribution of runs up and down. Ann. Math. Stat. 15, 163–172 (1944)

    MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to D. Viswanath.

Additional information

This work was supported by a research fellowship from the Sloan Foundation.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Conger, M., Viswanath, D. Normal Approximations for Descents and Inversions of Permutations of Multisets. J Theor Probab 20, 309–325 (2007). https://doi.org/10.1007/s10959-007-0070-5

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10959-007-0070-5

Keywords

Navigation