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Kaniadakis's Information Geometry of Compositional Data.

Authors :
Pistone, Giovanni
Shoaib, Muhammad
Source :
Entropy. Jul2023, Vol. 25 Issue 7, p1107. 13p.
Publication Year :
2023

Abstract

We propose to use a particular case of Kaniadakis' logarithm for the exploratory analysis of compositional data following the Aitchison approach. The affine information geometry derived from Kaniadakis' logarithm provides a consistent setup for the geometric analysis of compositional data. Moreover, the affine setup suggests a rationale for choosing a specific divergence, which we name the Kaniadakis divergence. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10994300
Volume :
25
Issue :
7
Database :
Academic Search Index
Journal :
Entropy
Publication Type :
Academic Journal
Accession number :
168601334
Full Text :
https://doi.org/10.3390/e25071107