The complexity of stochastic sequences

W. Merkle
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引用次数: 26

Abstract

We observe that known results on the Kolmogorov complexity of prefixes of effectively stochastic sequences extend to corresponding random sequences. First, there are recursively random sequences such that for any nondecreasing and unbounded computable function f and for almost all n, the uniform complexity of the length n prefix of the sequence is bounded by f(n). Second, a similar result with bounds of the form f(n) log n holds for partially-recursive random sequences. Furthermore, we show that there is no Mises-Wald-Church stochastic sequence such that the prefixes of the sequence have Kolmogorov complexity O(log n). This result implies a sharp bound for the complexity of the prefixes of Mises-Wald-Church stochastic and of partially-recursive random sequences. As an immediate corollary to our results, we obtain the known separation of the classes of recursively random and of Mises-Wald-Church stochastic sequences.
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随机序列的复杂性
我们观察到关于有效随机序列前缀的Kolmogorov复杂度的已知结果推广到相应的随机序列。首先,存在递归随机序列,使得对于任何非递减无界可计算函数f和对于几乎所有n,序列长度n前缀的一致复杂度以f(n)为界。其次,对于部分递归随机序列,也有类似的结果,其边界形式为f(n) log n。此外,我们证明了不存在使得序列前缀的Kolmogorov复杂度为O(log n)的Mises-Wald-Church随机序列。这一结果暗示了Mises-Wald-Church随机序列和部分递归随机序列的前缀复杂度的一个尖锐界。作为我们的结果的直接推论,我们得到了已知的递归随机序列和Mises-Wald-Church随机序列类的分离。
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