Abstract
We study the weak convergence of the row sums of a general triangular array of empirical processes converging to an arbitrary limit. In particular, our results apply to infinitesimal arrays and random series processes. We give some sufficient finite dimensional approximation conditions for the weak convergence of these processes. These conditions are necessary under quite minimal regularity assumptions.
Research partially supported by NSF Grant DMS-93-02583 and carried out at the Department of Mathematics of the University of Utah.
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References
Alexander, K. S. (1987). Central limit theorems for stochastic processes under random entropy conditions. Probab. Theor. Rel. Fields 75 351–378.
Andersen, N. T., Giné, E.; Ossiander, M. and Zinn, J. (1988). The central limit theorem and the law of iterated logarithm for empirical processes under local conditions. Probab. Theor. Rel. Fields 77 271–305.
Andersen, N. T.; Giné, E. and Zinn, J. (1988). The central limit theorem for empirical processes under local conditions: the case of Radon infinitely divisible limits without Gaussian components. Transact. Amer. Mathem. Soc. 308 603–635.
Arcones, M. A. (1994a). Distributional convergence of M-estimators under unusual rates. Statist. Probab. Lett. 21 271–280.
Arcones, M. A. (1994b). On the weak Bahadur-Kiefer representation for M-estimators. Probability in Banach Spaces, 9 (Sandjberg, 1993). 357–372. Edts. J. Hoffmann-Jørgensen, J. Kuelbs and M. B. Marcus. Birkhäuser, Boston.
Arcones, M. A., Gaenssler, P. and Ziegler, K. (1992). Partial-sum processes with random locations and indexed by Vapnik-Červonenkis classes of sets in arbitrary sample space. Probability in Banach Spaces, 8 (Brunswick, ME, 1991). 379–389. Birkhäuser, Boston.
Bingham, N. H.; Goldie, C. M. and Teugels, J. L. (1987). Regular Variation. Cambridge University Press, Cambridge, United Kingdom.
Dudley, R. M. (1984). A course on empirical processes. Lect. Notes in Math. 1097 1–142. Springer-Verlag, New York
Gaenssler, P. and Ziegler, K. (1994). A uniform law of large numbers for set-indexed processes with applications to empirical and partial-sum processes. Probability in Banach Spaces, 9 (Sandjberg, 1993). 385–400. Birkhäuser, Boston.
Giné, E. and Zinn, J. (1986). Lectures on the central limit theorem for empirical processes. Lect. Notes in Math. 1221 50–112. Springer-Verlag, New York.
Gnedenko, B. V. and Kolmogorov, A. N. (1968). Limit Distributions for Sums of Independent Random Variables. Addison-Wesley Publishing Company. Reading, Massachusetts.
Hoffmann-Jørgensen, J. (1991). Stochastic Processes on Polish Spaces. Various Publications Series, 39. Aarhus University, Matematisk Institut, Aarhus, Denmark.
Kahane, J. P. (1968). Some Random Series of Functions. D. C. Heath, Lexington, Massachusetts.
Kim, J. and Pollard, D. (1990). Cube root asymptotics. Ann. Statist. 18, 191–219.
Kwapień, S. and Woyczyński, W. A. (1992). Random Series and Stochastic Integrals: Single and Multiple. Birkhäuser, Boston.
Le Cam, L. (1986). Asymptotic Methods in Statistical Decision Theory. Springer-Verlag, New York.
Ledoux, M. and Talagrand, M. (1991). Probability in Banach Spaces. Springer-Verlag, New York.
Marcus, M. B. and Pisier, G. (1981). Random Fourier Series with Applications to Harmonic Analysis. Ann. Math. Studies 101. Princeton University Press, Princeton, New Jersey.
Pollard, D. (1990). Empirical Processes: Theory and Applications. NSF-CBMS Regional Conference Series in Probab. and Statist., Vol. 2. I.M.S.,Hayward, California.
Talagrand, M. (1987). Donsker classes and random entropy. Ann. Probab. 15 1327–1338.
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Arcones, M.A. (1998). Weak Convergence of the Row Sums of a Triangular Array of Empirical Processes. In: Eberlein, E., Hahn, M., Talagrand, M. (eds) High Dimensional Probability. Progress in Probability, vol 43. Birkhäuser, Basel. https://doi.org/10.1007/978-3-0348-8829-5_1
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DOI: https://doi.org/10.1007/978-3-0348-8829-5_1
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