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Titlebook: Anomaly-Detection and Health-Analysis Techniques for Core Router Systems; Shi Jin,Zhaobo Zhang,Xinli Gu Book 2020 Springer Nature Switzerl

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发表于 2025-3-21 19:27:35 | 显示全部楼层 |阅读模式
期刊全称Anomaly-Detection and Health-Analysis Techniques for Core Router Systems
影响因子2023Shi Jin,Zhaobo Zhang,Xinli Gu
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发行地址Enables Accurate Anomaly Detection Using Correlation-Based Time-Series Analysis.Presents the design of a changepoint-based anomaly detector.Includes Hierarchical Symbol-based Health-Status Analysis.De
图书封面Titlebook: Anomaly-Detection and Health-Analysis Techniques for Core Router Systems;  Shi Jin,Zhaobo Zhang,Xinli Gu Book 2020 Springer Nature Switzerl
影响因子This book tackles important problems of anomaly detection and health status analysis in complex core router systems, integral to today’s Internet Protocol (IP) networks. The techniques described provide the first comprehensive set of data-driven resiliency solutions for core router systems. The authors present an anomaly detector for core router systems using correlation-based time series analysis, which monitors a set of features of a complex core router system. They also describe the design of a changepoint-based anomaly detector such that anomaly detection can be adaptive to changes in the statistical features of data streams. The presentation also includes a symbol-based health status analyzer that first encodes, as a symbol sequence, the long-term complex time series collected from a number of core routers, and then utilizes the symbol sequence for health analysis. Finally, the authors describe an iterative, self-learning procedure for assessing the health status..Enables Accurate Anomaly Detection Using Correlation-Based Time-Series Analysis;.Presents the design of a changepoint-based anomaly detector;.Includes Hierarchical Symbol-based Health-Status Analysis;.Describes an it
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发表于 2025-3-21 22:39:09 | 显示全部楼层
https://doi.org/10.1007/BFb0046097 time series in a hierarchical way. Hierarchical agglomerative clustering and sequitur rule discovery are implemented to learn important global and local patterns. Three classification methods including a vector-space-model-based approach are then utilized to identify the health status of core route
发表于 2025-3-22 02:08:32 | 显示全部楼层
https://doi.org/10.1007/BFb0046097y-connected feedforward autoencoder are applied to further reduce dimensionality of extracted feature matrix. Hierarchical clustering is then utilized to infer labels for the unlabeled dataset. Finally, a classifier is built and iteratively updated using both labeled and unlabeled dataset. Field dat
发表于 2025-3-22 06:32:07 | 显示全部楼层
s Accurate Anomaly Detection Using Correlation-Based Time-Series Analysis;.Presents the design of a changepoint-based anomaly detector;.Includes Hierarchical Symbol-based Health-Status Analysis;.Describes an it978-3-030-33666-0978-3-030-33664-6
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Anomaly-Detection and Health-Analysis Techniques for Core Router Systems978-3-030-33664-6
发表于 2025-3-23 01:05:14 | 显示全部楼层
Changepoint-Based Anomaly Detection,idate the proposed anomaly detector. Experimental results show that our changepoint-based anomaly detector achieves better performance than traditional methods in terms of two metrics, namely success ratio and non-false-alarm ratio.
发表于 2025-3-23 04:25:28 | 显示全部楼层
Hierarchical Symbol-Based Health-Status Analysis, time series in a hierarchical way. Hierarchical agglomerative clustering and sequitur rule discovery are implemented to learn important global and local patterns. Three classification methods including a vector-space-model-based approach are then utilized to identify the health status of core route
发表于 2025-3-23 09:10:26 | 显示全部楼层
Self-learning and Efficient Health-Status Analysis,y-connected feedforward autoencoder are applied to further reduce dimensionality of extracted feature matrix. Hierarchical clustering is then utilized to infer labels for the unlabeled dataset. Finally, a classifier is built and iteratively updated using both labeled and unlabeled dataset. Field dat
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