Deep anomaly detection with deviation networks

• Main Authors: PANG, Guansong, SHEN, Chunhua, HENGEL, Anton van den
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Anomaly Detection; Deep Learning; Representation Learning; Neural Networks; Outlier Detection; Databases and Information Systems; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/7138; https://ink.library.smu.edu.sg/context/sis_research/article/8141/viewcontent/3292500.3330871.pdf
• Institution: Singapore Management University

Although deep learning has been applied to successfully address many data mining problems, relatively limited work has been done on deep learning for anomaly detection. Existing deep anomaly detection methods, which focus on learning new feature representations to enable downstream anomaly detection...