Deep learning techniques for anomaly detection in time series data using transformer

• Main Author: Chan, Rachel Si Min
• Other Authors: Yeo Chai Kiat
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/162811
• Institution: Nanyang Technological University

Due to the growing demand and applications in many fields producing massive amounts of high dimensional data, anomaly detection is becoming increasingly important. The correlation between sequences makes multivariate anomalies more difficult on top of univariate anomalies. With the proliferation of...