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The Distribution of N-Grams

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  • Leo Egghe

    (LUC
    UIA)

Abstract

N-grams are generalized words consisting of N consecutive symbols, as they are used in a text. This paper determines the rank-frequency distribution for redundant N-grams. For entire texts this is known to be Zipf's law (i.e., an inverse power law). For N-grams, however, we show that the rank (r)-frequency distribution is $${\text{P}}_{\text{N}} \left( {\text{r}} \right) = \frac{{\text{C}}}{{{\text{(}}\psi _{\text{N}} ({\text{r))}}^\beta }},$$ , where ψN is the inverse function of fN(x)=x lnN−1x. Here we assume that the rank-frequency distribution of the symbols follows Zipf's law with exponent β.

Suggested Citation

  • Leo Egghe, 2000. "The Distribution of N-Grams," Scientometrics, Springer;Akadémiai Kiadó, vol. 47(2), pages 237-252, February.
  • Handle: RePEc:spr:scient:v:47:y:2000:i:2:d:10.1023_a:1005634925734
    DOI: 10.1023/A:1005634925734
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    References listed on IDEAS

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    1. L. Egghe & R. Rousseau, 1991. "Transfer principles and a classification of concentration measures," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 42(7), pages 479-489, August.
    2. Jonathan D. Cohen, 1995. "Highlights: Language‐ and domain‐independent automatic indexing terms for abstracting," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 46(3), pages 162-174, April.
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    Cited by:

    1. Jan M. Gerken & Martin G. Moehrle, 2012. "A new instrument for technology monitoring: novelty in patents measured by semantic patent analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 91(3), pages 645-670, June.
    2. Martin G. Moehrle & Jan M. Gerken, 2012. "Measuring textual patent similarity on the basis of combined concepts: design decisions and their consequences," Scientometrics, Springer;Akadémiai Kiadó, vol. 91(3), pages 805-826, June.
    3. Khreisat, Laila, 2009. "A machine learning approach for Arabic text classification using N-gram frequency statistics," Journal of Informetrics, Elsevier, vol. 3(1), pages 72-77.
    4. Michael Nelson & J. Stephen Downie, 2002. "Informetric analysis of a music database," Scientometrics, Springer;Akadémiai Kiadó, vol. 54(2), pages 243-255, June.
    5. Piotr Gabrielczak & Tomasz Serwach, 2019. "Firm-size distribution in Poland – is power law applicable?," Lodz Economics Working Papers 3/2019, University of Lodz, Faculty of Economics and Sociology.
    6. Bar-Ilan, Judit, 2008. "Informetrics at the beginning of the 21st century—A review," Journal of Informetrics, Elsevier, vol. 2(1), pages 1-52.

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