Abstract
Some important aspects of chaos random variables such as decoupling, an almost sure representation (a Karhunen-Loeve expansion) and integrability are discussed here, the first being a tool for, and the third as a consequence of, the second. The main goal in this note is to learn about the structure of the limit laws ofU-processes.
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References
Araujo, A., and Giné, E. (1980).The Central Limit Theorem for Real and Banach Valued Random Variables, Wiley, New York.
Arcones, M. A. (1991). CLT for canonicalU-processes andB-valuedU-statistics (preprint).
Arcones, M. A., and Giné, E. (1991). Limit theorems forU-processes.Ann. Prob., to appear.
Bonami, A. (1970). Étude des coefficients de Fourier des fonctions deL p (G).Ann. Inst. Fourier 20, 335–402.
Borell, C. (1975). The Brunn-Minkowski inequality in Gauss space.Invent. Math. 30, 207–216.
Borell, C. (1978). Tail probabilites on Gauss space.Lect. Notes in Math. 644, 73–82. Springer, Berlin.
Borell, C. (1979). On the integrability of Banach space valued Walsh polynomials.Lect. Notes in Math. 721, 1–3. Springer, Berlin.
Borell, C. (1984a). On polynomial chaos and integrability.Prob. Math. Statist. 3, 191–203.
Borell, C. (1984b). On the Taylor series of a Wiener polynomial. Seminar notes on multiple stochastic integration, polynomial chaos and their integration. Case Western Reserve University, Cleveland.
Bretagnolle, J. (1983). Lois limites du bootstrap de certaines fonctionelles.Ann. Inst. H. Poincaré Sect. B3, 256–261.
Dynkin, E. B., and Mandelbaum, A. (1983). Symmetric statistics, Poisson point processes and multiple Wiener integrals.Ann. Statist. 11, 739–745.
Giné, E., and Zinn, J. (1992). Marcinkiewicz laws of large numbers and convergence of moments forU-statistics.In Probability in Banach Spaces, 8 (Dudley, Hahn, Kuelbs, eds.) pp. 273–291. Birkhäuser (Progress in Probability Series, 30), Boston.
Gregory, G. G. (1977). Large sample theory forU-statistics and tests of fit.Ann. Statist. 5, 110–123.
Hanson, D. L., and Wright, F. T. (1971). A bound on tail probabilities for quadratic forms in independent random variables.Ann. Math. Statist. 42, 1079–1083.
Kahane, J. P. (1968).Some Random Series of Functions, D. C. Heath, Lexington, Massachusetts.
Kwapień, S. (1987). Decoupling inequalities for polynomial chaos.Ann. Prob. 15, 1062–1071.
Kwapień, S., and Szulga, J. (1991). Hypercontraction method in moment inequalities for series of independent random variables in normed spaces.Ann. Prob. 19, 369–379.
Ledoux, M., and Talagrand, M. (1991).Probability in Banach Spaces, Springer, New York.
Lindenstrauss, J., and Tzafiri, L. (1979).Classical Banach Spaces II, Springer, New York.
Neveu, J. (1968).Processus Aleátoires Gaussiens, Les Presses de l'Univ. de Montréal, Montréal, Canada.
Nolan, D., and Pollard, D. (1988). Functional limit theorems forU-processes.Ann. Prob. 16, 1291–1298.
Rubin, M., and Vitale, R. A. (1980). Asymptotic distribution of symmetric statistics.Ann. Statist. 8, 165–170.
Schaefer, H. H. (1971).Topological Vector Spaces, Third printing. Springer, Berlin.
Serfling, R. J. (1980).Approximation Theorems of Mathematical Statistics, Wiley, New York.
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Research partially supported by National Science Foundation Grant No. DMS-9000132 and University of Connecticut Grant No. G12-913501.
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Arcones, M.A., Giné, E. On decoupling, series expansions, and tail behavior of chaos processes. J Theor Probab 6, 101–122 (1993). https://doi.org/10.1007/BF01046771
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DOI: https://doi.org/10.1007/BF01046771