On a Multivariate Version of Bernstein's Inequality

Peter Major (Renyi Mathematical Institute of the Hungarian Academy of Sciences)

Abstract


We prove such a multivariate version of Bernstein's inequality about the tail distribution of degenerate $U$-statistics which is an improvement of some former results. This estimate will be compared with an analogous bound about the tail distribution of multiple Wiener-Ito integrals. Their comparison shows that our estimate is sharp. The proof is based on good estimates about high moments of degenerate $U$-statistics. They are obtained by means of a diagram formula which enables us to express the product of degenerate $U$-statistics as the sum of such expressions.

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Pages: 966-988

Publication Date: August 2, 2007

DOI: 10.1214/EJP.v12-430

References

  1. Adamczak, R. Moment inequalities for $U$-statistics. Annals of Probability 34 (2006) 2288--2314 Math. Review number not available.
  2. Arcones, M. A. and Giné, E. Limit theorems for U-processes. Annals of Probability 21, (1993) 1494--1542 Math. Review 94g:60060
  3. Dudley, R. M. Uniform Central Limit Theorems. Cambridge University Press, Cambridge U.K. (1998) Math. Review 2000k:60050
  4. Dynkin, E. B. and Mandelbaum, A. Symmetric statistics, Poisson processes and multiple Wiener integrals. Annals of Statistics 11, (1983) 739--745 Math. Review 85b:60015
  5. Giné, E., Latala, R. and Zinn, J. (2000) Exponential and moment inequalities for U-statistics in High dimensional probability II.} Progress in Probability 47. (2000) 13--38. Birkhäuser Boston, Boston, MA. Math. Review 2002k:60083
  6. ItÙ, K. Multiple Wiener integral. J. Math. Soc. Japan f3, (1951) 157--164 Math. Review 13,364a
  7. Latala, R. Estimates of moments and tails of Gaussian chaoses. Annals of Probability 34 (2006) 2315--2331 Math. Review number not available.
  8. Major, P. Multiple Wiener--ItÙ integrals. Lecture Notes in Mathematics 849, (1981) Springer Verlag, Berlin, Heidelberg, New York, Math. Review 82i:60099
  9. Major, P. An estimate about multiple stochastic integrals with respect to a normalized empirical measure. Studia Scientarum Mathematicarum Hungarica. 42 3. (2005) 295--341 Math. Review 2007a:60016
  10. Major, P. Tail behaviour of random multiple random integrals and $U$-statistics. Probability Reviews, Vol. 2, (2005) 448--505 Math. Review 2007g:60036
  11. Major, P. A multivariate generalization of Hoeffding's inequality. Electron. Comm. Probab. 2 (2006) 220--229 Math. Review number not available.


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