Evidence functions: A compositional approach to information

The discrete case of Bayes' formula is considered the paradigm of information acquisition. Prior and posterior probability functions, as well as likelihood functions, called evidence functions, are compositions following the Aitchison geometry of the simplex, and have thus vector character. Bayes' formula becomes a vector addition. The Aitchison norm of an evidence function is introduced as a scalar measurement of information. A fictitious fire scenario serves as illustration. Two different inspections of affected houses are considered. Two questions are addressed: (a) which is the information provided by the outcomes of inspections, and (b) which is the most informative inspection.

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UPCommons institutional repository (Universitat Politècnica de Catalunya)
Published
2026-07-25
DOI
https://doi.org/10.13140/rg.2.2.13552.42248
Citations
8
Primary Topic
Radiation Dose and Imaging
Type
article
Field-Weighted Citation Impact
0.00

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article

Evidence functions: A compositional approach to information

Juan-José Egozcue, Vera Pawlowsky‐Glahn
8 citations
UPCommons institutional repository (Universitat Politècnica de Catalunya)
Radiation Dose and Imaging
article

Evidence functions: A compositional approach to information

Juan-José Egozcue, Vera Pawlowsky‐Glahn
article en
8 citations

Abstract

The discrete case of Bayes' formula is considered the paradigm of information acquisition. Prior and posterior probability functions, as well as likelihood functions, called evidence functions, are compositions following the Aitchison geometry of the simplex, and have thus vector character. Bayes' formula becomes a vector addition. The Aitchison norm of an evidence function is introduced as a scalar measurement of information. A fictitious fire scenario serves as illustration. Two different inspections of affected houses are considered. Two questions are addressed: (a) which is the information provided by the outcomes of inspections, and (b) which is the most informative inspection.

UPCommons institutional repository (Universitat Politècnica de Catalunya)Vol. 42(2)
Universitat Politècnica de Catalunya (ES)
Ministerio de Economía y Competitividad, European Regional Development Fund
Sustainable cities and communities
Openalex Percentile: Top 100%
Radiation Dose and Imaging
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