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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...
| Autores principales: | , , , , |
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| Formato: | Online Artículo Texto |
| Lenguaje: | English |
| Publicado: |
BioMed Central
2021
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| Materias: | |
| 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 |