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Toward computing attributions for dimensionality reduction techniques

SUMMARY: We describe the problem of computing local feature attributions for dimensionality reduction methods. We use one such method that is well established within the context of supervised classification—using the gradients of target outputs with respect to the inputs—on the popular dimensionalit...

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Detalles Bibliográficos
Autores principales: Scicluna, Matthew, Grenier, Jean-Christophe, Poujol, Raphaël, Lemieux, Sébastien, Hussin, Julie G
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10502234/
https://www.ncbi.nlm.nih.gov/pubmed/37720006
http://dx.doi.org/10.1093/bioadv/vbad097