不确定变量的大数定律

Lanzhen Yang, Minghu Ha
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引用次数: 1

摘要

到目前为止,对不确定性理论中大数定律的研究还很少。本文针对不确定空间上独立的(不一定同分布的)不确定变量建立了两类大数定律,即第一类大数定律和第二类大数定律。注意,这两类大数定律本质上分别是概率空间上强大数定律和弱大数定律的变体。此外,还得到了一个有趣的结果,即当相关域是有限时,收敛性几乎肯定等价于不确定测度下的收敛性。这些工作不仅完善了不确定性理论,而且为不确定性理论在未来的应用提供了更多的可能性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Laws of large numbers for uncertain variables
So far, little work has been done on laws of large numbers in uncertainty theory. This paper builds two types of laws of large numbers for independent (not necessary identically distributed) uncertain variables on uncertainty space, i.e., Type I law of large numbers and Type II law of large numbers. Note that such two types of laws of large numbers are essentially variants of strong laws of large numbers and weak laws of large numbers on probability space, respectively. Besides, an interesting result is obtained, where convergence almost surely is equivalent to convergence in uncertain measure whenever their relevant universe is finite. All these work not only refines uncertainty theory, but also provides more possibilities for applications of such theories in the future.
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