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master's thesis
Detekcija distribuiranih napada uskraćivanjem usluge metodama strojnog učenja
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2017. urn:nbn:hr:168:983368
Golub, Goran
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Golub, G. (2017). Detekcija distribuiranih napada uskraćivanjem usluge metodama strojnog učenja (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:983368

Golub, Goran. "Detekcija distribuiranih napada uskraćivanjem usluge metodama strojnog učenja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2017. https://urn.nsk.hr/urn:nbn:hr:168:983368

Golub, Goran. "Detekcija distribuiranih napada uskraćivanjem usluge metodama strojnog učenja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2017. https://urn.nsk.hr/urn:nbn:hr:168:983368

Golub, G. (2017). 'Detekcija distribuiranih napada uskraćivanjem usluge metodama strojnog učenja', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 15 May 2024, https://urn.nsk.hr/urn:nbn:hr:168:983368

Golub G. Detekcija distribuiranih napada uskraćivanjem usluge metodama strojnog učenja [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2017 [cited 2024 May 15] Available at: https://urn.nsk.hr/urn:nbn:hr:168:983368

G. Golub, "Detekcija distribuiranih napada uskraćivanjem usluge metodama strojnog učenja", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2017. Available at: https://urn.nsk.hr/urn:nbn:hr:168:983368

Metadata
TitleDetekcija distribuiranih napada uskraćivanjem usluge metodama strojnog učenja
Title (english)Detection of Distributed Denial-of-Service Attacks Using Maching Learning
AuthorGoran Golub
MentorAnte Đerek (mentor)
Committee memberAnte Đerek (predsjednik povjerenstva)
Committee memberStjepan Groš (član povjerenstva)
Committee memberŽeljka Mihajlović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2017-07-04, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Cyber napadi postali dio svakodnevnog života, a jedni od njihovih najčešćih oblika su napadi uskraćivanjem usluge. U ovom radu objašnjeno je kako funkcioniraju napadi uskraćivanjem usluge, posebno oni distribuirani, te je dan pregled vrsta takvih napada i odgovarajućih načina obrane. Nadalje, uz pregled postojećih tehnika obrane koji koriste strojno učenje, predložili smo i svoj pristup. Fokusirali smo se na volumetričke napade, točnije napade SYN, ICMP i UDP poplave. Za potrebe rada generirali smo vlastiti skup podataka. Model koji je korišten bio je k-najbližih susjeda. Model je, s obzirom na svoju jednostavnost, pokazao zadovoljavajuće ponašanje na stvarnim podacima.
Abstract (english)
The number of cyber attacks has been encreasing recently. One of the most common type of cyber attack is denial of service. This paper explains how denial of service attacks work, especially distributed denial of service attacks. An overview of this kind of attacks is given along with the defending mechanisms. Furthermore, an overview of existing defense mechanisms is given, and a new approach is suggested. The focus was placed on flooding attacks, such as SYN, ICMP and UDP floods. New dataset was generated. Used model was k-nearest neighbours. With regard to its simplicity, experimental results were satisfying.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:983368
Study programmeTitle: Computing
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2019-03-13 20:30:43