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KPI anomaly detection method for Data Center AIOps based on GRU-GAN
International Conference on Internet Computing for Science and Engineering, 2021The system architecture and application services of the data center are becoming increasingly large. To ensure the stable operation of the systems and businesses carried by the data center, the operations engineer needs to collect and monitor the ...
Hang Su, Qian He, Biao Guo
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D5.5 Map of KPI - KPIs assessment framework
This report falls under the activities carried out in WP5, Task 5.2 (Definition of concepts and KPIs). The goal of WP5 is the development and validation of a multi-dimensional assessment model (MDAM) for identifying the most appropriate deep energy retrofitting solutions for heritage townhouses within a holistic assessment framework.Lolli, Nicola +2 more
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Automatic and Generic Periodicity Adaptation for KPI Anomaly Detection
IEEE Transactions on Network and Service Management, 2019Key performance indicator (KPI) anomaly detection (AD) is critical to ensure service quality and reliability. Due to the effects of work days, off days, festivals, and business activities on user behavior, KPIs may exhibit different patterns within ...
Nengwen Zhao +7 more
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New general interaction solutions to the KPI equation via an optional decoupling condition approach
Communications in nonlinear science & numerical simulation, 2021Xing Lü, Sijia Chen
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Robust and Unsupervised KPI Anomaly Detection Based on Conditional Variational Autoencoder
IEEE International Performance, Computing, and Communications Conference, 2018To ensure undisrupted web-based services, operators need to closely monitor various KPIs (Key Performance Indicator, such as CPU usages, network throughput, page views, number of online users, and etc), detect anomalies in them, and trigger timely ...
Zeyan Li, Wenxiao Chen, Dan Pei
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Label-Less: A Semi-Automatic Labelling Tool for KPI Anomalies
IEEE Conference on Computer Communications, 2019KPI (Key Performance Indicator) anomaly detection is critical for Internet-based services to ensure the quality and reliability. However, existing algorithms’ performance in reality is far from satisfying due to the lack of sufficient KPI anomaly data to
Nengwen Zhao +5 more
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Lump solutions and interaction solutions for (2 + 1)-dimensional KPI equation
Frontiers of Mathematics, 2021Yanfeng Guo, Z. Dai, Chunxiao Guo
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