Skip to main content
Log in

An Easy Criterion for Randomness

  • Published:
Sankhya A Aims and scope Submit manuscript

Abstract

We propose a single valued criterion for randomness of a binary sequence \(x_{1}x_{2}\cdots x_{n}\in \{0,1\}^{n}\) defined by

$$ \Sigma^{n}(x_{1}x_{2}\cdots x_{n})=\sum_{\xi\in\{0,1\}^{+}}|x_{1}x_{2} \cdots x_{n}|_{\xi}^{2}, $$

where \(\{0,1\}^{+}=\cup _{k=1}^{\infty }\{0,1\}^{k}\) is the set of nonempty finite sequences over {0,1} and for ξ∈{0,1}k,

$$ |x_{1}x_{2}\cdots x_{n}|_{\xi}=\#\{i; 1\le i\le n-k+1, x_{i}x_{i+1} \cdots x_{i+k-1}=\xi\}. $$

We prove that

$$ \lim_{n\to\infty}n^{-2}\Sigma^{n}(X_{1}X_{2}\cdots X_{n})=3/2 $$

holds with probability 1 if X 1 X 2X n is an i.i.d. process with P(X i =0)=P(X i =1)=1/2. Moreover, if a sample path x 1 x 2⋯ satisfies this almost all condition, then it is a normal number in the sense of E. Borel, but this converse is not true. We also propose a method to generate infinite sequences x 1 x 2⋯ satisfying this almost all condition, which are found out to be reasonable pseudorandom numbers from the point view of the block frequencies.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • De Bruijn, N.G. (1946). “A combinatorial problem”. Indagationes Mathematicae 8, 461–467.

    Google Scholar 

  • Guttman, I. and Wilks, S.S. (1965). Introductory Engineering Statistics. John Wiley & Sons, New York.

    Google Scholar 

  • Feller, W. (1971). An Introduction to Probability Theory and Its Applications, 2. John Wiley & Sons, New York.

  • Berthe, V., Ferenczi, S., Mauduit, C. and Siegel, A. (eds.) (2002) Substitutions in dynamics, arithmetics and combinatorics, Lecture Notes in Mathematics 1794, Springer-Verlag.

  • Li, M., Vitányi, P. (2008). An introduction to Kolmogorov complexity and Its applications, third edition. Springer, New York.

    Book  Google Scholar 

  • Kamae, T. and Dong D.H. (2014) A characterization of eventually periodicity. preprint (available at Kamae’s home page below) http://www14.plala.or.jp/kamae.

  • Peres, Y. and WEISS, B. (2004) Private communications.

  • Tan, B. (2014) Private communications.

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Teturo Kamae.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Kamae, T., Xue, YM. An Easy Criterion for Randomness. Sankhya A 77, 126–152 (2015). https://doi.org/10.1007/s13171-014-0054-3

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s13171-014-0054-3

Keywords

AMS (2000) subject classification

Navigation