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Enhancing statistical power in temporal biomarker discovery through representative shapelet mining

MOTIVATION: Temporal biomarker discovery in longitudinal data is based on detecting reoccurring trajectories, the so-called shapelets. The search for shapelets requires considering all subsequences in the data. While the accompanying issue of multiple testing has been mitigated in previous work, the...

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Detalles Bibliográficos
Autores principales: Gumbsch, Thomas, Bock, Christian, Moor, Michael, Rieck, Bastian, Borgwardt, Karsten
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7773478/
https://www.ncbi.nlm.nih.gov/pubmed/33381811
http://dx.doi.org/10.1093/bioinformatics/btaa815