General Results on Strong Laws for Weighted Sums Under Sub-linear Expectations with a Statistical Application

Citation:

Yi WU,Mengmei XI,Xuejun WANG.General Results on Strong Laws for Weighted Sums Under Sub-linear Expectations with a Statistical Application[J].Chinese Annals of Mathematics B,2026,(3):491~510
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Authors:

Yi WU; Mengmei XI;Xuejun WANG

Foundation:

National Natural Science Foundation of China (Nos. 12471248, 12201079, 12301181, 12361031), the Natural Science Foundation of Anhui Province (No. 2308085MA07), the Provincial Natural Science Research Project of Anhui Colleges (No. KJ2021A1095) and the Excellent Scientific Research and Innovation Team of Anhui Colleges (No. 2022AH010098)
Abstract: In this paper, the authors investigate the double-indexed version of the strong law of large numbers under some general conditions in a sub-linear expectation space. The weighted version of the Marcinkiewicz-Zygmund type strong law of large numbers is also established. These results extend or improve some existing ones in the classical probability space or a sub-linear expectation space. As an application, they further study the nonparametric regression model under the sub-linear expectation framework. Some numerical simulations are also presented.

Keywords:

Strong law of large numbers  Sub-linear expectations  Nonparametric regression  Numerical simulation

Classification:

60F15, 62G05
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