Intelligent Sustainable Systems pp 403-407| Cite as
Performance Anomaly and Change Point Detection for Large-Scale System Management
- Igor Trubin
Part of the Lecture Notes in Networks and Systems book series (LNNS, volume 334) Conference paper
First Online: 17 December 2021
The presentation starts with the short overview of the classical statistical process control (SPC)-based anomaly detection techniques and tools including Multivariate Adaptive Statistical Filtering (MASF); Statistical Exception and Trend Detection System (SETDS), Exception Value (EV) meta-metric-based change point detection; control charts; business driven massive prediction and methods of using them to manage large-scale systems such as on-prem servers fleet or massive clouds. Then, the presentation is focused on modern techniques of anomaly and normality detection, such as deep learning and entropy-based anomalous pattern detections.
KeywordsAnomaly detection Change point detection Business driven forecast Control chart Deep Learning Entropy analysis
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