Identifying homogeneous subgroups of patients and important features: a topological machine learning approach

BACKGROUND: This paper exploits recent developments in topological data analysis to present a pipeline for clustering based on Mapper, an algorithm that reduces complex data into a one-dimensional graph. RESULTS: We present a pipeline to identify and summarise clusters based on statistically signifi...

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Detalles Bibliográficos
Autores principales: Carr, Ewan, Carrière, Mathieu, Michel, Bertrand, Chazal, Frédéric, Iniesta, Raquel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Software
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8451168/
https://www.ncbi.nlm.nih.gov/pubmed/34544357
http://dx.doi.org/10.1186/s12859-021-04360-9

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8451168/
https://www.ncbi.nlm.nih.gov/pubmed/34544357
http://dx.doi.org/10.1186/s12859-021-04360-9

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