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When less is more powerful: Shapley value attributed ablation with augmented learning for practical time series sensor data classification

Time series sensor data classification tasks often suffer from training data scarcity issue due to the expenses associated with the expert-intervened annotation efforts. For example, Electrocardiogram (ECG) data classification for cardio-vascular disease (CVD) detection requires expensive labeling p...

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Detalles Bibliográficos
Autores principales: Ukil, Arijit, Marin, Leandro, Jara, Antonio J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9683574/
https://www.ncbi.nlm.nih.gov/pubmed/36417477
http://dx.doi.org/10.1371/journal.pone.0277975