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Probabilistic alignment of multiple networks - imarina:9452927

Autor/es de la URV:Guimera Manrique, Roger / Sales Pardo, Marta
Autor según el artículo:Lazaro, Teresa; Guimera, Roger; Sales-Pardo, Marta
Direcció de correo del autor:marta.sales@urv.cat
roger.guimera@urv.cat
Identificador del autor:0000-0002-8140-6525
0000-0002-3597-4310
Año de publicación de la revista:2025
Tipo de publicación:Journal Publications
Referencia al articulo segun fuente origial:Nature Communications. 16 (1): 3949-
Resumen:The network alignment problem appears in many areas of science and involves finding the optimal mapping between nodes in two or more networks, so as to identify corresponding entities across networks. We propose a probabilistic approach to the problem of network alignment, as well as the corresponding inference algorithms. Unlike heuristic approaches, our approach is transparent in that all model assumptions are explicit; therefore, it is susceptible of being extended and fine tuned by incorporating contextual information that is relevant to a given alignment problem. Also in contrast to current approaches, our method does not yield a single alignment, but rather the whole posterior distribution over alignments. We show that using the whole posterior leads to correct matching of nodes, even in situations where the single most plausible alignment mismatches them. Our approach opens the door to a whole new family of network alignment algorithms, and to their application to problems for which existing methods are perhaps inappropriate.
DOI del artículo:10.1038/s41467-025-59077-7
Enlace a la fuente original:https://www.nature.com/articles/s41467-025-59077-7
Versión del articulo depositado:info:eu-repo/semantics/publishedVersion
Acceso a la licencia de uso:https://creativecommons.org/licenses/by/3.0/es/
Departamento:Enginyeria Química
URL Documento de licencia:https://repositori.urv.cat/ca/proteccio-de-dades/
Áreas temáticas:Antropologia / arqueologia
Astronomia / física
Biochemistry, genetics and molecular biology (all)
Biochemistry, genetics and molecular biology (miscellaneous)
Biodiversidade
Biotecnología
Chemistry (all)
Chemistry (miscellaneous)
Ciência da computação
Ciências agrárias i
Ciências ambientais
Ciências biológicas i
Ciências biológicas ii
Ciências biológicas iii
Educação física
Engenharias iv
Farmacia
General biochemistry,genetics and molecular biology
General chemistry
General medicine
General physics and astronomy
Geociências
Interdisciplinar
Matemática / probabilidade e estatística
Materiais
Medicina i
Medicina ii
Medicina iii
Medicina veterinaria
Multidisciplinary
Multidisciplinary sciences
Nutrição
Odontología
Physics and astronomy (all)
Physics and astronomy (miscellaneous)
Planejamento urbano e regional / demografia
Psicología
Química
Saúde coletiva
Zootecnia / recursos pesqueiros
Entidad:Universitat Rovira i Virgili
Fecha de alta del registro:2025-05-12
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