Abstract
Given a sequence of independent, but not necessarily identically distributed random variables,Y i , letS k denote thekth partial sum. Define a function\(\tilde S:[0,\infty ) \to \mathbb{R}\) by taking\(\tilde S(t)\) to be the piecewise linear interpolant of the points (k, S k ), evaluated att, whereS 0=0, andk=0, 1, 2,... Fort∈[0, 1], let\(\tilde S_n (t)\mathop = \limits^{def} \tilde S(nt)\). The\(\tilde S_n \) are called trajectories. With regularity and moment conditions on theY i , a large deviation principle is proved for the\(\tilde S_n \).
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References
de Acosta, A. (1985). Upper bounds for large deviations of dependent random vectors,Z. Wahrsch. Verw. Gebiete 60, 551–565.
de Acosta, A. (1991). Large deviations for vector valued Levy processes (to appear).
Billingsley, P. (1968).Convergence of Probability Measures, Wiley, New York.
Borovkov, A. A. (1967). Boundary value problems for random walks and large deviations in function spaces,Theory Prob. Applications 12, 575–595.
Deshayes, J. and Picard, D. (1979). Grandes et moyennes déviations pour le marches aleatoires,Astérisque 68, 53–71.
Deuschel J. and Stroock, D. (1989).Large Deviations, Academic Press, New York.
Ellis, R. (1984). Large deviations for a general class of random vectors,Ann. Prob. 12(1), 1–12.
Ellis, R. (1985).Entropy, Large Deviations, and Statistical Mechanics, Springer Verlag, New York.
Freidlin, M. I. and Wentzell, A. D. (1984).Random Perturbations of Dynamical Systems, Springer Verlag, New York.
Gärtner, J. (1977). On Large Deviations From the Invariant Measure,Theory Prob. Appl. (USSR)22, 24–39.
Mogul'skii, A. A. (1974). Large deviations in the space C(0, 1) for sums given on a finite Markov chain,Sib. Math. Jour. (Eng. Trans.)15(1), 43–53.
Mogul'skii, A. A. (1976). Large deviations for trajectories of multi dimensional random walks,Theory Prob. Appl. (USSR)21(2), 300–315.
Ney, P. and Nummelin, E. (1987). Markov additive processes I. Eigenvalue properties and limit theorems.,Ann. Prob. 15(2), 561–592.
Ney, P. and Nummelin, E. (1987). Markov additive processes II. Large deviations,Ann. Prob. 15(2), 561–592.
Rudin, W. (1974).Real and Complex Analysis, 2nd edition, McGraw-Hill, New YOrk.
Schuette, P. (1991). Large deviations for trajectories of sums of random variables, PhD thesis, University of Wisconsin, Madison.
Shiryayev, A. N. (1984).Probability, Springer-Verlag, New York.
Stromberg, K. (1981).An Introduction to Classical Real Analysis, Wadsworth, Belmont California.
Vensel A. D. (1976a). Rough limit theorems on large deviations for Markov stochastic processes I,Theory Prob. Appl. (USSR)21(2), 227–242.
Vensel, A. D. (1976b). Rough limit theorems on large deviations for Markov stochastic processes II,Theory Prob. Appl. (USSR)21(3), 499–512.
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Schuette, P.H. Large deviations for trajectories of sums of independent random variables. J Theor Probab 7, 3–45 (1994). https://doi.org/10.1007/BF02213359
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DOI: https://doi.org/10.1007/BF02213359