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  3. IBM Journal of Research and Development
  4. ENTVis: A Visual Analytic Tool for Entropy-Based Network Traffic Anomaly Detection
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Category: IBM Journal of Research and Development
By MTech Projects
MTech Projects
15.May
Hits: 8

ENTVis: A Visual Analytic Tool for Entropy-Based Network Traffic Anomaly Detection

PROJECT TITLE :

ENTVis: A Visual Analytic Tool for Entropy-Based Network Traffic Anomaly Detection

ABSTRACT:

Entropy-based traffic metrics have received substantial attention in network traffic anomaly detection as a result of entropy can give fine-grained metrics of traffic distribution characteristics. But, some practical issues--like ambiguity, lack of detailed distribution information, and a giant variety of false positives--affect the application of entropy-based traffic anomaly detection. In this work, we have a tendency to introduce a visual analytic tool known as ENTVis to assist users understand entropy-based traffic metrics and achieve accurate traffic anomaly detection. ENTVis provides three coordinated views and wealthy interactions to support a coherent visual analysis on multiple perspectives: the timeline cluster view for perceiving things and finding hints of anomalies, the Radviz view for clustering similar anomalies in a period, and the matrix read for understanding traffic distributions and diagnosing anomalies thoroughly. Many case studies have been performed to verify the usability and effectiveness of our methodology. A additional evaluation was conducted via skilled review.

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  • Electronic packaging of the IBM System z196 enterprise-class server processor cage
  • Concurrently update the scan-initialization data of a processor core
  • An infrastructure for real-time population health assessment and monitoring
  • IBM Parallel Sysplex design for the IBM z196 system
  • Delivering Science on Day One
  • Continuum Robots for Medical Applications: A Survey
  • VulHunter: Toward Discovering Vulnerabilities in Android Applications
  • ENTVis: A Visual Analytic Tool for Entropy-Based Network Traffic Anomaly Detection
  • IBM zEnterprise storage I/O advancements
  • Performance innovation in the IBM zEnterprise 196 processor
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