Róbert Šuška

Bachelor's thesis

Network Services Identification on a Computer Network

Network Services Identification on a Computer Network
Abstract:
Cieľom tejto práce je navrhnúť metódu identifikácie sieťových služieb na bázi pasívneho sieťového monitoringu. Metóda je založená na klasifikácii na bázi strojového učenia a pracuje s rozšírenými IP tokmi. Práca popisuje výber vhodného algoritmu pre strojové učenie, zvolenie vhodnej množiny atribútov tokov s ohľadom na ich dopad na klasifikačný výkon, a zostavenie trénovacieho datasetu. Voľba algoritmu …more
Abstract:
This thesis aims to propose a method for network service identification based on passive network monitoring. The developed method is based on machine learning classification and works with extended IP flows. The covered topics include the selection of suitable machine learning algorithm, the formation of the optimal flow feature set with the evaluation of influence on classification performance, and …more
 
 
Language used: English
Date on which the thesis was submitted / produced: 27. 5. 2019

Thesis defence

  • Date of defence: 28. 6. 2019
  • Supervisor: doc. Ing. Pavel Čeleda, Ph.D.
  • Reader: RNDr. Tomáš Jirsík

Citation record

Full text of thesis

Contents of on-line thesis archive
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Institution archiving the thesis and making it accessible: Masarykova univerzita, Fakulta informatiky

Masaryk University

Faculty of Informatics

Bachelor programme / field:
Informatics / Computer Networks and Communication

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