adVAE: A self-adversarial variational autoencoder with Gaussian anomaly prior knowledge for anomaly detection

Recently, deep generative models have become increasingly popular in unsupervised anomaly detection. However, deep generative models aim at recovering the data distribution rather than detecting anomalies. Moreover, deep generative models have the risk of overfitting training samples, which has disa...

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Bibliographic Details
Published in:Knowledge-based systems Vol. 190; p. 105187
Main Authors: Wang, Xuhong, Du, Ying, Lin, Shijie, Cui, Ping, Shen, Yuntian, Yang, Yupu
Format: Journal Article
Language:English
Published: Amsterdam Elsevier B.V 29.02.2020
Elsevier Science Ltd
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ISSN:0950-7051, 1872-7409
Online Access:Get full text
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