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Archive of Thesis/Dissertation Ján Rusnačko FI N-IN BIT

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Masaryk University

Faculty of Informatics

Master's degree programme/field of study:
Informatics/Information Technology Security

Theses on a related topic

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Bc. Ján Rusnačko

Self-optimizing traffic classification framework

Abstract: Klasifikácia sieťovej prevádzky je dôležitou súčasťou správy siete s ohľadom na QoS a bezpečnostný monitoring. Práca popisuje framework pre návrh algoritmov pre klasifikáciu sieťovej prevádzky založený na štatistických vlastnostiach tokov. Stavia na výsledkoch algoritmu SPID a využíva viacúrovňový clustering so samostatnými klasifikátormi. V práci sú tiež uvedených niekoľko nových vlastností tokov …more

Abstract: Traffic classification is an important part of network management with respect to quality of service and security monitoring. We introduce a novel framework for designing traffic classification algorithms based on statistical flow features. We build on the results achieved by SPID and use multilevel clustering with custom classifiers to avoid peaking effect. Furthermore, we introduce several novel …more

Traffic Classification Machine Learning Clustering SPID

Description: Network traffic classification has become an important research problem in network security since it has many practical applications. The thesis will describe and compare various approaches to the network traffic classification problem. The goal of the thesis is to propose and implement a framework for developing traffic classifiers that should achieve high performance in both speed and memory consumption …more

Language used: English

  • Entered/Edited 25. 6. 2013 07:35, Eva Drštková
  • Record made 9. 4. 2013 15:09, Alena Dvořáková
  • Accessible from: 23. 5. 2013 15:09, Alena Dvořáková
  • Thesis/dissertation received 23. 5. 2013 15:09, Alena Dvořáková

Master's thesis defence

  • Took place 24. 6. 2013, the thesis was defended successfully.

Supervisor:

  • RNDr. Marián Novotný, Ph.D., Department of Computer Systems and Communications - Faculty of Informatics

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Full text of thesis

Citation record

ISO 690-compliant citation record: LaTeX | HTML | text | BibTeX | Wikipedie

Thesis check

The thesis has been checked: 11. 6. 2013 10:37, RNDr. Marián Novotný, Ph.D.


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Toolsthis folder,  Archive of Thesis/Dissertation Ján Rusnačko FI N-IN BIT /fi_m/Dvořáková, A. 9.  4. 2013
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ToolsFile annotation_english.txt, 715 B, plain textAnotace anglicky annotation_english.txtRusnačko, J.23.  5. 2013
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ToolsFile annotation.txt, 671 B, plain textAnotace česky annotation.txtRusnačko, J.23.  5. 2013
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ToolsFile keywords.txt, 58 B, plain textKlíčová slova keywords.txtRusnačko, J.23.  5. 2013
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ToolsFile thesis_syougkph.pdf, 1,6 MB, PDF File thesis_syougkph.txt, 132,8 KB, plain textPlný text práce thesis_syougkph.pdfRusnačko, J.23.  5. 2013
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ToolsFile posudek_DP_2013Spring_TrafficClassifFramework_Rusnacko_oponent.pdf, 130,5 KB, PDF File posudek_DP_2013Spring_TrafficClassifFramework_Rusnacko_oponent.txt, 1,5 KB, plain textPosudek oponenta posudek_DP...ponent.pdfMatyáš, V.17.  6. 2013
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ToolsFile posudok_rusnacko.pdf, 185,5 KB, PDF File posudok_rusnacko.txt, 2 KB, plain textPosudek vedoucího posudok_rusnacko.pdfNovotný, M.17.  6. 2013
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ToolsFile SATIA.zip, 1,3 MB, ZIP archiveSATIA.zipRusnačko, J.23.  5. 2013
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ToolsFile thesis.pdf, 1,6 MB, PDF File thesis.txt, 132,8 KB, plain textthesis.pdfRusnačko, J.23.  5. 2013
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