Abstract
Let \( \{X, X_{n};~n \ge 1 \}\) be a sequence of independent and identically distributed Banach space valued random variables. This paper is devoted to providing a divergence criterion for a class of random series of the form \(\sum _{n=1}^{\infty } f_{n}\left( \left\| S_{n} \right\| \right) \) where \(S_{n} = X_{1} + \cdots + X_{n}, ~n \ge 1\) and \(\left\{ f_{n}(\cdot ); n \ge 1 \right\} \) is a sequence of nonnegative nondecreasing functions defined on \([0, \infty )\). More specifically, it is shown that (i) the above random series diverges almost surely if \(\sum _{n=1}^{\infty } f_{n} \left( cn^{1/2} \right) = \infty \) for some \(c > 0\) and (ii) the above random series converges almost surely if \(\sum _{n=1}^{\infty } f_{n} \left( cn^{1/2} \right) < \infty \) for some \(c > 0\) provided additional conditions are imposed involving X, the sequences \(\left\{ S_{n};~n \ge 1 \right\} \) and \(\left\{ f_{n}(\cdot ); n \ge 1 \right\} \), and c. A special case of this criterion is a divergence/convergence criterion for the random series \(\sum _{n=1}^{\infty } a_{n} \left\| S_{n} \right\| ^{q}\) based on the series \(\sum _{n=1}^{\infty } a_{n} n^{q/2}\) where \(\left\{ a_{n};~n \ge 1 \right\} \) is a sequence of nonnegative numbers and \(q > 0\).
Similar content being viewed by others
References
Deo, C.M.: On a random series in a Hilbert space. Can. J. Stat. 6, 91–94 (1978)
Erdös, P.: On a theorem of Hsu and Robbins. Ann. Math. Stat. 20, 286–291 (1949)
Erdös, P.: Remark on my paper “On a theorem of Hsu and Robbins”. Ann. Math. Stat. 21, 138 (1950)
Gapos̆kin VF: Necessary conditions for the convergence of the series \(\sum a_{n}S_{n}\) for independent identically distributed random variables. Mat. Zametki 20, 529–536 (1976). (in Russian)
Hechner, F.: Lois Fortes des Grands Nombres et Martingales Asymptotiques. Doctoral Thesis, l’Université de Strasbourg, France (2009)
Hechner, F., Heinkel, B.: The Marcinkiewicz–Zygmund LLN in Banach spaces: a generalized martingale approach. J. Theor. Probab. 23, 509–522 (2010)
Hewitt, E., Savage, L.J.: Symmetric measures on Cartesian products. Trans. Am. Math. Soc. 80, 470–501 (1955)
Hoffmann-Jørgensen, J.: Sums of independent Banach space valued random variables. Stud. Math. 52, 159–186 (1974)
Hsu, P.L., Robbins, H.: Complete convergence and the law of large numbers. Proc. Nat. Acad. Sci. U.S.A. 33, 25–31 (1947)
Kolmogorov, A. N.: Grundbegriffe der Wahrscheinlichkeitsrechnung (in German). Springer-Verlag, Berlin (1933). (English translation, Foundations of the Theory of Probability. Chelsea, New York (1956).)
Koopmans, L.H., Martin, N., Pathak, P.K., Qualls, C.: On the divergence of a certain random series. Ann. Probab. 2, 546–550 (1974)
Ledoux, M., Talagrand, M.: Probability in Banach Spaces: Isoperimetry and Processes. Springer-Verlag, Berlin (1991)
Li, D., Qi, Y., Rosalsky, A.: A refinement of the Kolmogorov–Marcinkiewicz–Zygmund strong law of large numbers. J. Theoret. Probab. 24, 1130–1156 (2011)
Li, D., Qi, Y., Rosalsky, A.: An extension of theorems of Hechner and Heinkel. In: Asymptotic Laws and Methods in Stochastics. Fields Institute Communications Series 76, 129–147 (2015)
Li, D., Qi, Y., Rosalsky, A.: A characterization of a new type of strong law of large numbers. Trans. Am. Math. Soc. 368, 539–561 (2016)
Li, D., Rosalsky, A.: New versions of some classical stochastic inequalities. Stoch. Anal. Appl. 31, 62–79 (2013)
Mikosch, T.: On the convergence of some random series. Z. Anal. Anwendungen 6, 183–187 (1987)
Acknowledgements
The substantial comments and suggestions of the referee contributed to the improvement and presentation of this paper. In particular, the referee so kindly provided an outline of a substantially shorter, simpler, and thus improved proof of Theorem 2.2 (ii).
Funding
The research of Deli Li was partially supported by a grant from the Natural Sciences and Engineering Research Council of Canada (Grant #: RGPIN-2019-06065).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflicts of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Klass, M.J., Li, D. & Rosalsky, A. Divergence Criterion for a Class of Random Series Related to the Partial Sums of I.I.D. Random Variables. J Theor Probab 35, 1556–1573 (2022). https://doi.org/10.1007/s10959-021-01101-9
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10959-021-01101-9