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A Multivariate CLT for Bounded Decomposable Random Vectors with the Best Known Rate

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  • Xiao Fang

    (National University of Singapore)

Abstract

We prove a multivariate central limit theorem with explicit error bound in a non-smooth function distance for sums of bounded decomposable $$d$$ d -dimensional random vectors. The decomposition structure is similar to that of Barbour et al. (J Combin Theory Ser 47:125–145, 1989) and is more general than the local dependence structure considered in Chen and Shao (Ann Probab 32:1985–2028, 2004). The error bound is of the order $$d^{\frac{1}{4}} n^{-\frac{1}{2}}$$ d 1 4 n - 1 2 , where $$d$$ d is the dimension and $$n$$ n is the number of summands. The dependence on $$d$$ d , namely $$d^{\frac{1}{4}}$$ d 1 4 , is the best known dependence even for sums of independent and identically distributed random vectors, and the dependence on $$n$$ n , namely $$n^{-\frac{1}{2}}$$ n - 1 2 , is optimal. We apply our main result to a random graph example.

Suggested Citation

  • Xiao Fang, 2016. "A Multivariate CLT for Bounded Decomposable Random Vectors with the Best Known Rate," Journal of Theoretical Probability, Springer, vol. 29(4), pages 1510-1523, December.
  • Handle: RePEc:spr:jotpro:v:29:y:2016:i:4:d:10.1007_s10959-015-0619-7
    DOI: 10.1007/s10959-015-0619-7
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    References listed on IDEAS

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    1. Rinott, Yosef & Rotar, Vladimir, 1996. "A Multivariate CLT for Local Dependence withn-1/2 log nRate and Applications to Multivariate Graph Related Statistics," Journal of Multivariate Analysis, Elsevier, vol. 56(2), pages 333-350, February.
    2. M. Raič, 2004. "A Multivariate CLT for Decomposable Random Vectors with Finite Second Moments," Journal of Theoretical Probability, Springer, vol. 17(3), pages 573-603, July.
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