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A filter approach for feature selection in classification: application to automatic atrial fibrillation detection in electrocardiogram recordings

BACKGROUND: In high-dimensional data analysis, the complexity of predictive models can be reduced by selecting the most relevant features, which is crucial to reduce data noise and increase model accuracy and interpretability. Thus, in the field of clinical decision making, only the most relevant fe...

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Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:BMC Med Inform Decis Mak
Prif Awduron: Michel, Pierre, Ngo, Nicolas, Pons, Jean-François, Delliaux, Stéphane, Giorgi, Roch
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: BioMed Central 2021
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC8094578/
https://ncbi.nlm.nih.gov/pubmed/33947379
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12911-021-01427-8
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