On the Role of the Law of Large Numbers in the Theory of Randomness

被引:2
|
作者
An. A. Muchnik
A. L. Semenov
机构
[1] Institute of New Technologies,
关键词
System Theory; Precise Definition; Continuous Property; Complexity Permit; Random Generator;
D O I
10.1023/A:1023638717091
中图分类号
学科分类号
摘要
In the first part of this article, we answer Kolmogorov's question (stated in 1963 in [1]) about exact conditions for the existence of random generators. Kolmogorov theory of complexity permits of a precise definition of the notion of randomness for an individual sequence. For infinite sequences, the property of randomness is a binary property, a sequence can be random or not. For finite sequences, we can solely speak about a continuous property, a measure of randomness. Is it possible to measure randomness of a sequence t by the extent to which the law of large numbers is satisfied in all subsequences of t obtained in an “admissible way”? The case of infinite sequences was studied in [2]. As a measure of randomness (or, more exactly, of nonrandomness) of a finite sequence, we consider the specific deficiency of randomness δ (Definition 5). In the second part of this paper, we prove that the function δ/ln(1/δ) characterizes the connections between randomness of a finite sequence and the extent to which the law of large numbers is satisfied.
引用
收藏
页码:119 / 147
页数:28
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