Mrežni sustav za detekciju napada temeljen na detekciji anomalija

undergraduate thesis

• Title (english): Network-based intrusion detection system based on anomaly detection
• Author: Dora Ercegović
• Mentor: Marin Vuković (mentor)
• Committee member: Marin Vuković (predsjednik povjerenstva)
• Committee member: Renato Šoić (član povjerenstva)
• Committee member: Karlo Slovenec (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2022-07-04, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu dan je pregled mrežnih sustava za detekciju napada te literature na temu primjene strojnog učenja za detekciju. Detaljnije su opisani algoritam slučajne šume i umjetna neuronska mreža. Predložena su rješenja za detekciju temeljena na detekciji anomalija pomoću dva opisana algoritma. Rješenja su evaluirana korištenjem CICIDS2017 skupa podataka i međusobno uspoređena.

Abstract (english)

This thesis provides an overview of network-based intrusion detection systems and related work on the application of machine learning for detection. Random forest algorithm and artificial neural network are described in more detail. Detection solutions based on anomaly detection using the two described algorithms are proposed. The solutions were evaluated using the CICIDS2017 dataset and compared with each other.

• Keywords: sustavi za detekciju napada; detekcija anomalija; strojno učenje; umjetna neuronska mreža; slučajna šuma; CICIDS2017
• Keywords (english): intrusion detection systems; anomaly detection; machine learning; artificial neural network; random forest; CICIDS2017
• Language: croatian
• URN:NBN: urn:nbn:hr:168:177629
• Study programme: Title: Computing; Study programme type: university; Study level: undergraduate; Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2023-01-15 10:05:33