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An empirical survey of data augmentation for time series classification with neural networks

In recent times, deep artificial neural networks have achieved many successes in pattern recognition. Part of this success can be attributed to the reliance on big data to increase generalization. However, in the field of time series recognition, many datasets are often very small. One method of add...

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Detalles Bibliográficos
Autores principales: Iwana, Brian Kenji, Uchida, Seiichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8282049/
https://www.ncbi.nlm.nih.gov/pubmed/34264999
http://dx.doi.org/10.1371/journal.pone.0254841