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Perfect Density Models Cannot Guarantee Anomaly Detection

Thanks to the tractability of their likelihood, several deep generative models show promise for seemingly straightforward but important applications like anomaly detection, uncertainty estimation, and active learning. However, the likelihood values empirically attributed to anomalies conflict with t...

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Detalles Bibliográficos
Autores principales: Le Lan, Charline, Dinh, Laurent
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8700034/
https://www.ncbi.nlm.nih.gov/pubmed/34945996
http://dx.doi.org/10.3390/e23121690