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The Lorenz Curve: A Proper Framework to Define Satisfactory Measures of Symbol Dominance, Symbol Diversity, and Information Entropy
- Source :
- Entropy, Volume 22, Issue 5, e_Buah Biblioteca Digital Universidad de Alcalá, Universidad de Alcalá (UAH), Entropy, Vol 22, Iss 542, p 542 (2020), instname
- Publication Year :
- 2020
- Publisher :
- Multidisciplinary Digital Publishing Institute, 2020.
-
Abstract
- Novel measures of symbol dominance (dC1 and dC2), symbol diversity (DC1 = N (1 &minus<br />dC1) and DC2 = N (1 &minus<br />dC2)), and information entropy (HC1 = log2 DC1 and HC2 = log2 DC2) are derived from Lorenz-consistent statistics that I had previously proposed to quantify dominance and diversity in ecology. Here, dC1 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<br />dC2 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<br />N is the number of different symbols or maximum expected diversity. These Lorenz-consistent statistics are compared with statistics based on Shannon&rsquo<br />s entropy and R&eacute<br />nyi&rsquo<br />s second-order entropy to show that the former have better mathematical behavior than the latter. The use of dC1, DC1, and HC1 is particularly recommended, as only changes in the allocation of relative abundance between dominant (pd &gt<br />1/N) and subordinate (ps &lt<br />1/N) symbols are of real relevance for probability distributions to achieve the reference distribution (pi = 1/N) or to deviate from it.
- Subjects :
- Information entropy
General Physics and Astronomy
lcsh:Astrophysics
Absolute difference
0603 philosophy, ethics and religion
01 natural sciences
Article
Environmental science
Equiprobability
symbol dominance
010104 statistics & probability
Lorenz curve
Symbol diversity
Rényi’s entropy
Statistics
lcsh:QB460-466
Entropy (information theory)
0101 mathematics
lcsh:Science
Relative species abundance
Mathematics
Rényi´s entropy
Shannon´s entropy
Vertical distance
information entropy
06 humanities and the arts
lcsh:QC1-999
Shannon’s entropy
Medio Ambiente
060302 philosophy
Probability distribution
lcsh:Q
Symbol dominance
lcsh:Physics
Camargo statistics
symbol diversity
Subjects
Details
- Language :
- English
- ISSN :
- 10994300
- Database :
- OpenAIRE
- Journal :
- Entropy
- Accession number :
- edsair.doi.dedup.....ee186067350711207dd77b28c79f97e8
- Full Text :
- https://doi.org/10.3390/e22050542