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An information-theoretic method for the detection of anomalies in network traffic

Article ID Journal Published Year Pages File Type
4955424 Computers & Security 2017 31 Pages PDF
Abstract
The experimental results obtained over the MAWILab dataset validate the system and demonstrate the effectiveness of our proposal for a proper set of entropy definitions.
Keywords
Jensen-Shannon divergenceTsallis entropyRényi entropyShannon entropyAnomaly detectionKullback-Leibler DivergenceInformation theory
Related Topics
Physical Sciences and Engineering Computer Science Computer Networks and Communications
Preview
An information-theoretic method for the detection of anomalies in network traffic
Authors
Christian Callegari, Stefano Giordano, Michele Pagano,
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Journal
Computers & Security
Journal: Computers & Security
Related Categories
Jensen-Shannon divergence
Tsallis entropy
Rényi entropy
Shannon entropy
Anomaly detection
Kullback-Leibler Divergence
Information theory
Artificial Intelligence
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Computer Networks and Communications
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