Properties of Statistical Depth with Respect to Compact Convex Random Sets: The Tukey Depth

We study a statistical data depth with respect to compact convex random sets, which is consistent with the multivariate Tukey depth and the Tukey depth for fuzzy sets. In addition, it provides a different perspective to the existing halfspace depth with respect to compact convex random sets. In stud...

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Detalhes bibliográficos
Autores: González de la Fuente, Luis, Nieto Reyes, Alicia|||0000-0002-0268-3322, Terán, Pedro
Tipo de documento: artigo
Data de publicação:2022
País:España
Recursos:Universidad de Cantabria (UC)
Repositório:UCrea Repositorio Abierto de la Universidad de Cantabria
Idioma:inglês
OAI Identifier:oai:repositorio.unican.es:10902/27219
Acesso em linha:https://hdl.handle.net/10902/27219
Access Level:Acceso aberto
Palavra-chave:Compact Convex Set
Halfspace Depth
Statistical Depth Function
Symmetry
Descrição
Resumo:We study a statistical data depth with respect to compact convex random sets, which is consistent with the multivariate Tukey depth and the Tukey depth for fuzzy sets. In addition, it provides a different perspective to the existing halfspace depth with respect to compact convex random sets. In studying this depth function, we provide a series of properties for the statistical data depth with respect to compact convex random sets. These properties are an adaptation of properties that constitute the axiomatic notions of multivariate, functional, and fuzzy depth-functions and other well-known properties of depth.