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picture1_Performance Ppt 78129 | Networking18


picture2_Performance Ppt 78129 | Networking18 picture3_Performance Ppt 78129 | Networking18

 88x       Filetype PPTX       File size 1.32 MB       Source: www.cse.cuhk.edu.hk


File: Performance Ppt 78129 | Networking18
Motivation Performance anomalies can disrupt cellular networks • e.g., outages, malfunctions, disconnections, performance drops, etc. Key Performance Indicators (KPIs) • Time-series measurements for network elements and resource usage &bull ...

icon picture PPTX Filetype Power Point PPTX | Posted on 04 Sep 2022 | 2 years ago
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...Motivation performance anomalies can disrupt cellular networks e g outages malfunctions disconnections drops etc key indicators kpis time series measurements for network elements and resource usage kpi unexpected patterns at specific instants or over a period of goal detecting maintain dependability improve subscribers quality experience challenges anomaly detection is challenging no best algorithms all problems labeling i identifying ground truths labor intensive differentiating normal abnormal points hard are rare in that must be addressed internet traffic exhibits both periodic trend factors may correlated data transmission radio our contributions trace driven analysis on large scale dataset from metropolitan lte china cellpad tool detect drop correlation support various prediction incl statistical ml regression account seasonality trends provide feedback loop model retraining insights evaluation the source code http adslab cse cuhk edu hk software long duration weeks hourly basis n...
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