Abstract
Consider processes formed as products of independent Poisson and symmetrized Poisson processes. This paper provides exponential bounds for the tail probabilities of statistics representable as integrals of bounded functions with respect to such product processes. In the derivations, tail probability bounds are also obtained for product empirical measures. Such processes arise in tests of independence. A generalization of the Hanson-Wright inequality for quadratic forms is used in the symmetric case. The paper also provides some reasonably tractable approximations to the more general bounds that are derived first.
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References
Alder, R.J. and Feigin, P.D. (1984), On the cadlaguity of random measures. Ann. Prob. 12, 615–630.
Arcones, M.A. and Giné, E. (1994), Limit theorems for U-processes. Ann. Prob. 21, 1494–1542.
Bachelier, L., Théorie de la speculation, Ann.Sci. École Norm. Sup. 3, 21–86 (English translation by A. J. Boness: inThe Random Character of Stock Market Prices17–78, P. H. Cootner, Editor, M.I.T. Press, Cambridge, Mass. (1967).
Bass, R.F. and Pyke, R. (1984), The existence of set-indexed Lévy processes. Z. Wahrsch. verw. Gebiete. 66, 157–172.
Bass, R.F. and Pyke, R. (1987), A central limit theorem for D(A) valued processes. Stochastic Processes and their Applications. 24, 109–131.
Bennett, G. (1962), Probability inequalities for the sums of bounded random variables. J.A.S.A. 57, 33–45.
Einstein, A. (1905). On the movement of small particles suspended in a stationary liquid demanded by the molecular-kinetic theory of heat. Ann. Phys. 17, 549–560.
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.
Hoeffding, W. (1963), Probability inequalities for sums of bounded random variables. J.A.S.A. 57, 33–45.
Jain, N. and Marcus, M. (1978), Continuity of subgaussian processes. In Probability on Banach Spaces 81–196. Edited by J. Kuelbs. Marcel Dekker, NY.
Ossiander, M. (1991), Product measure and partial sums of Bernoulli random variables. In preparation. 158 Joong Sung Kwon, Ronald Pyke
Ossiander, M. (1992), Bernstein inequalities for U-statistics. To appear.
Pyke, R. (1983), A uniform central limit theorem for partial-sum processes indexed by sets. Probab. Statist. and Anal. (Edited by J. F. C. Kingman and G. E. H. Reuter) London Math. Soc. Lect. Notes. Ser. 79, 219–240.
Pyke, R. (1996). The early history of Brownian motion. In preparation.
Rao, C. R. (1973) Linear Statistical Inference and its Applications. (2nd Edition). J. Wiley and Sons, New York.
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Kwon, J.S., Pyke, R. (1996). Probability Bounds for Product Poisson Processes. In: Heyde, C.C., Prohorov, Y.V., Pyke, R., Rachev, S.T. (eds) Athens Conference on Applied Probability and Time Series Analysis. Lecture Notes in Statistics, vol 114. Springer, New York, NY. https://doi.org/10.1007/978-1-4612-0749-8_10
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DOI: https://doi.org/10.1007/978-1-4612-0749-8_10
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