Why Do Parameter Values in the Zipf-Mandelbrot Distribution Sometimes Explode?

IF 1.7 2区 文学 0 LANGUAGE & LINGUISTICS Journal of Quantitative Linguistics Pub Date : 2021-02-23 DOI:10.1080/09296174.2021.1887613
Ján Mačutek
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引用次数: 1

Abstract

ABSTRACT The Zipf-Mandelbrot distribution serves as a mathematical model for ranked frequencies in many areas of scientific research, including linguistics. Many linguistic units, like e.g., words or word n-grams, follow this distribution. However, in some cases, such as for graphemes in linguistics or species abundance and diversity data in biology, the parameters of the Zipf-Mandelbrot distribution are virtually uninterpretable, as their values strongly depend on the precision of numerical methods used to estimate them (values from several tens to several hundreds are not uncommon). It is shown in the paper that these values can be explained by the convergence to the geometric distribution, which forces both parameters of the Zipf-Mandelbrot distribution to increase to infinity while their ratio converges to a constant. Some examples which illustrate this limit behaviour are presented.
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为什么Zipf-Mandelbrot分布中的参数值有时会爆炸?
摘要Zipf Mandelbrot分布是包括语言学在内的许多科学研究领域中频率排序的数学模型。许多语言单位,如单词或单词n-grams,都遵循这种分布。然而,在某些情况下,例如语言学中的字形或生物学中的物种丰度和多样性数据,Zipf-Mandelbrot分布的参数几乎无法解释,因为它们的值在很大程度上取决于用于估计它们的数值方法的精度(几十到几百的值并不罕见)。本文表明,这些值可以用几何分布的收敛性来解释,这迫使Zipf Mandelbrot分布的两个参数都增加到无穷大,而它们的比率收敛到常数。举例说明了这种极限行为。
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来源期刊
CiteScore
2.90
自引率
7.10%
发文量
7
期刊介绍: The Journal of Quantitative Linguistics is an international forum for the publication and discussion of research on the quantitative characteristics of language and text in an exact mathematical form. This approach, which is of growing interest, opens up important and exciting theoretical perspectives, as well as solutions for a wide range of practical problems such as machine learning or statistical parsing, by introducing into linguistics the methods and models of advanced scientific disciplines such as the natural sciences, economics, and psychology.
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