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A topological data analysis based classification method for multiple measurements

BACKGROUND: Machine learning models for repeated measurements are limited. Using topological data analysis (TDA), we present a classifier for repeated measurements which samples from the data space and builds a network graph based on the data topology. A machine learning model with cross-validation...

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Detalles Bibliográficos
Autores principales: Riihimäki, Henri, Chachólski, Wojciech, Theorell, Jakob, Hillert, Jan, Ramanujam, Ryan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7392670/
https://www.ncbi.nlm.nih.gov/pubmed/32727348
http://dx.doi.org/10.1186/s12859-020-03659-3