Weakly-supervised deep anomaly detection with pairwise relation learning

• المؤلفون الرئيسيون: PANG, Guansong, HENGEL, Anton Van Den, SHEN, Chuanhua
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2019
• الموضوعات: Artificial Intelligence and Robotics; Databases and Information Systems
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/7025; https://ink.library.smu.edu.sg/context/sis_research/article/8028/viewcontent/1910.13601v1.pdf

This paper studies a rarely explored but critical anomaly detection problem: weakly-supervised anomaly detection with limited labeled anomalies and a large unlabeled data set. This problem is very important because it (i) enables anomalyinformed modeling which helps identify anomalies of interests a...