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Rule Extraction From Binary Neural Networks With Convolutional Rules for Model Validation

Classification approaches that allow to extract logical rules such as decision trees are often considered to be more interpretable than neural networks. Also, logical rules are comparatively easy to verify with any possible input. This is an important part in systems that aim to ensure correct opera...

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Detalles Bibliográficos
Autores principales: Burkhardt, Sophie, Brugger, Jannis, Wagner, Nicolas, Ahmadi, Zahra, Kersting, Kristian, Kramer, Stefan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8336635/
https://www.ncbi.nlm.nih.gov/pubmed/34368757
http://dx.doi.org/10.3389/frai.2021.642263

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