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Aug, 2023
自监督解决无监督异常检测的困境和机遇
Self-Supervision for Tackling Unsupervised Anomaly Detection: Pitfalls and Opportunities
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Leman Akoglu, Jaemin Yoo
TL;DR
自我监督学习在无监督异常检测中起到重要作用,对SSL策略的选择、超参数的调整、预处理任务和增强函数的设计以及基于密度估计的预训练模型的利用提出了新的发展和挑战。
Abstract
self-supervised learning
(SSL) is a growing torrent that has recently transformed machine learning and its many real world applications, by learning on massive amounts of unlabeled data via self-generated supervisory signals.
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