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Book Cover
Author Tari, Zahir, 1961- author

Title Network classification for traffic management : anomaly detection, feature selection, clustering and classification / Zahir Tari, Adil Fahad, Abdulmohsen Almalawi and Xun Yi
Published Stevenage : Institution of Engineering and Technology, 2020


Description 1 online resource : illustrations
Series IET computing series ; volume 32
IET computing series ; 32
Contents Introduction -- Background -- Related work -- A taxonomy and empirical analysis of clustering algorithms for traffic classification -- Toward an efficient and accurate unsupervised feature selection -- Optimizing feature selection to improve transport layer statistics quality -- Optimality and stability of feature set for traffic classification -- A privacy-perserving framework for traffic data publishing -- A semi-supervised approach for network traffic labeling -- A hybrid clustering-classification for accurate and efficient network classification -- Conclusion
Summary The book investigates network traffic classification solutions by proposing transport-layer methods to achieve better run and operated enterprise-scale networks. It deals with the following subjects: traffic management; anomaly detection; clustering algorithms; unsupervised feature selection; transport layer statistics quality; feature set; privacy preserving framework for traffic data publishing; semi-supervised approach for network traffic labelling; and hybrid clustering-classification
Bibliography Includes bibliographical references and index (pages 261-268)
Notes Online resource; title from digital title page (viewed on June 01, 2020)
Subject Telecommunication -- Traffic -- Management
Computer network protocols -- Management
Telecommunication -- Traffic -- Management
computer network management.
computer network security.
data privacy.
feature selection.
learning (artificial intelligence)
pattern classification.
pattern clustering.
telecommunication traffic.
Form Electronic book
Author Fahad, Adil, author.
Almalawi, Abdulmohsen, author.
Yi, Xun (College teacher), author.
ISBN 1785619225