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TSInsight: A Local-Global Attribution Framework for Interpretability in Time Series Data

With the rise in the employment of deep learning methods in safety-critical scenarios, interpretability is more essential than ever before. Although many different directions regarding interpretability have been explored for visual modalities, time series data has been neglected, with only a handful...

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Detalles Bibliográficos
Autores principales: Siddiqui, Shoaib Ahmed, Mercier, Dominique, Dengel, Andreas, Ahmed, Sheraz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8587116/
https://www.ncbi.nlm.nih.gov/pubmed/34770678
http://dx.doi.org/10.3390/s21217373