DropConnect is effective in modeling uncertainty of Bayesian deep networks

Deep neural networks (DNNs) have achieved state-of-the-art performance in many important domains, including medical diagnosis, security, and autonomous driving. In domains where safety is highly critical, an erroneous decision can result in serious consequences. While a perfect prediction accuracy i...

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Udgivet i:Sci Rep
Main Authors: Mobiny, Aryan, Yuan, Pengyu, Moulik, Supratik K., Garg, Naveen, Wu, Carol C., Van Nguyen, Hien
Format: Artigo
Sprog:Inglês
Udgivet: Nature Publishing Group UK 2021
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Article
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7943811/
https://ncbi.nlm.nih.gov/pubmed/33750847
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-021-84854-x
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