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On the aggregation of compositional data

Version 2 2024-06-13, 12:11
Version 1 2021-03-24, 12:38
journal contribution
posted on 2024-06-13, 12:11 authored by R Pérez-Fernández, M Gagolewski, B De Baets
© 2021 Elsevier B.V. Compositional data naturally appear in many fields of application. For instance, in chemistry, the relative contributions of different chemical substances to a product are typically described in terms of a compositional data vector. Although the aggregation of compositional data frequently arises in practice, the functions formalizing this process do not fit the standard order-based aggregation framework. This is due to the fact that there is no intuitive order that carries the semantics of the set of compositional data vectors (referred to as the standard simplex). In this paper, we consider the more general betweenness-based aggregation framework that yields a natural definition of an aggregation function for compositional data. The weighted centroid is proved to fit within this definition and discussed to be linked to a very tangible interpretation. Other functions for the aggregation of compositional data are presented and their fit within the proposed definition is discussed.

History

Journal

Information Fusion

Volume

73

Pagination

103-110

Location

Amsterdam, The Netherlands

ISSN

1566-2535

eISSN

1872-6305

Language

English

Publication classification

C1 Refereed article in a scholarly journal

Publisher

ELSEVIER