Journal article
Invariance principles for homogeneous sums: Universality of Gaussian Wiener chaos
- Abstract:
- We compute explicit bounds in the normal and chi-square approximations of multilinear homogenous sums (of arbitrary order) of general centered independent random variables with unit variance. In particular, we show that chaotic random variables enjoy the following form of universality: (a) the normal and chi-square approximations of any homogenous sum can be completely characterized and assessed by first switching to its Wiener chaos counterpart, and (b) the simple upper bounds and convergence criteria available on the Wiener chaos extend almost verbatim to the class of homogeneous sums.
- Publication status:
- Published
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Authors
- Journal:
- Annals of Probability More from this journal
- Volume:
- 38
- Issue:
- 5
- Pages:
- 1947-1985
- Publication date:
- 2009-04-07
- DOI:
- ISSN:
-
0091-1798
- Language:
-
English
- Keywords:
- Pubs id:
-
pubs:97508
- UUID:
-
uuid:7708c1b7-e64a-47fb-aec6-76e44cbeb2e7
- Local pid:
-
pubs:97508
- Source identifiers:
-
97508
- Deposit date:
-
2012-12-19
Terms of use
- Copyright date:
- 2009
- Notes:
-
Published in at http://dx.doi.org/10.1214/10-AOP531 the Annals of
Probability (http://www.imstat.org/aop/) by the Institute of Mathematical
Statistics (http://www.imstat.org)
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