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National Repository of Grey Literature

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Optimization of DDoS Attack Mitigation based on Machine Learning Banák, Filip ; Šišmiš, Lukáš (referee) ; Kučera, Jan (advisor) Útoky DDoS, ktoré využívajú protokol TCP patria stále medzi tie najbežnejšie. Táto práca cieli zlepšiť úspešnosť detekcie DDoS útokov využitím informácií dostupných v TCP SYN správach. Odtlačky TCP SYN správ sú navrhnuté ako dodatočný zdroj dát pri počítaní charakteristík na vyhodnotie prítomnosti DDoS útoku. Kombinácia existujúceho systému na extrakciu a agregáciu charakteristík s existujúcim detektorom anomálií založeným na autokodéroch je zoptimalizovaná a rozšírená na využitie SYN odtlačkov. Experimentálne výsledky ukazujú obstojné zlepšenie detekcie DDoS útokov na relevantných dátových sadách. Detektor sa trénuje a testuje respektívne 16-krát a 95-krát rýchlejšie. Systém na extrakciu a agregáciu je 23-krát rýchlejší. Detailed record

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