TCF-Trans: temporal context fusion transformer for anomaly detection in time series

• Main Authors: Peng, Xinggan, Li, Hanhui, Lin, Yuxuan, Chen, Yongming, Fan, Peng, Lin, Zhiping
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2024
• Subjects: Engineering; Anomaly detection; Deep learning networks
• Online Access: https://hdl.handle.net/10356/173799
• Institution: Nanyang Technological University

Anomaly detection tasks involving time-series signal processing have been important research topics for decades. In many real-world anomaly detection applications, no specific distributions fit the data, and the characteristics of anomalies are different. Under these circumstances, the detection alg...