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洛伦兹曲线:定义符号优势、符号多样性和信息熵的满意度量的恰当框架。

The Lorenz Curve: A Proper Framework to Define Satisfactory Measures of Symbol Dominance, Symbol Diversity, and Information Entropy.

作者信息

Camargo Julio A

机构信息

Unidad Docente de Ecología, Departamento de Ciencias de la Vida, Universidad de Alcalá, 28805 Alcalá de Henares, Madrid, Spain.

出版信息

Entropy (Basel). 2020 May 13;22(5):542. doi: 10.3390/e22050542.

Abstract

Novel measures of symbol dominance ( and ), symbol diversity ( = (1 - ) and = (1 - )), and information entropy ( = log and = log ) are derived from Lorenz-consistent statistics that I had previously proposed to quantify dominance and diversity in ecology. Here, refers to the average absolute difference between the relative abundances of dominant and subordinate symbols, with its value being equivalent to the maximum vertical distance from the Lorenz curve to the 45-degree line of equiprobability; refers to the average absolute difference between all pairs of relative symbol abundances, with its value being equivalent to twice the area between the Lorenz curve and the 45-degree line of equiprobability; is the number of different symbols or maximum expected diversity. These Lorenz-consistent statistics are compared with statistics based on Shannon's entropy and Rényi's second-order entropy to show that the former have better mathematical behavior than the latter. The use of , , and is particularly recommended, as only changes in the allocation of relative abundance between dominant ( > 1/) and subordinate ( < 1/) symbols are of real relevance for probability distributions to achieve the reference distribution ( = 1/) or to deviate from it.

摘要

符号优势度(和)、符号多样性(= (1 - )和 = (1 - ))以及信息熵(= log 和 = log )的新度量是从洛伦兹一致性统计量推导出来的,这些统计量是我之前为量化生态学中的优势度和多样性而提出的。这里,指的是优势符号和从属符号相对丰度之间的平均绝对差,其值等于从洛伦兹曲线到等概率45度线的最大垂直距离;指的是所有相对符号丰度对之间的平均绝对差,其值等于洛伦兹曲线与等概率45度线之间面积的两倍;是不同符号的数量或最大期望多样性。将这些洛伦兹一致性统计量与基于香农熵和雷尼二阶熵的统计量进行比较,以表明前者比后者具有更好的数学性质。特别推荐使用、和,因为只有优势(> 1/)和从属(< 1/)符号之间相对丰度分配的变化对于概率分布达到参考分布(= 1/)或偏离该分布才具有实际相关性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba4e/7517034/c546e8420793/entropy-22-00542-g001.jpg

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