FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2973603907> ?p ?o ?g. }

• W2973603907 endingPage "106906" @default.
• W2973603907 startingPage "106906" @default.
• W2973603907 abstract "Distributed Denial of Services (DDoS) attacks continue to be one of the most challenging threats to the Internet. The intensity and frequency of these attacks are increasing at an alarming rate. With the promising results presented by Machine Learning (ML) techniques in variety fields, researchers have proposed numerous intelligent schemes to defend against DDoS attacks and mitigate their impact. This paper presents a taxonomy of the ML-based DDoS detection schemes, focusing on the important features and mechanisms that each scheme uses to detect and mitigate the impact of these attacks. The taxonomy is developed based on a thorough and extensive review of the literature, focusing on the most prominent and highly cited schemes that have been proposed over the last decade. The taxonomy is then used as a basis for the development of a framework to conduct a comprehensive empirical evaluation of the basic mechanisms underling the design of the selected ML-based DDoS defense schemes against a variety of attack scenarios. Rather than dealing with the specific details of a particular DDoS defense scheme, this work focuses on the “building blocks” of the intelligent DDoS detection and prevention schemes. The intelligent mechanisms underlying the selected schemes are implemented and evaluated using different performance metrics. The impact of different influential factors are also explored, including the observable traffic proportions, attack intensities and the “Class Imbalance Problem” of ML-based DDoS detection. The results of the comparative analysis show that no single technique outperforms all others in all test cases. Furthermore, the results underscore the need for a method oriented feature selection model to enhance the capabilities of ML-based detection techniques. Finally, the results show that the class imbalance problem significantly impact performance, underscoring the need for further research to address this problem and ensure high-quality DDoS detection in real-time." @default.
• W2973603907 created "2019-09-26" @default.
• W2973603907 creator A5051806341 @default.
• W2973603907 creator A5080263941 @default.
• W2973603907 date "2019-12-01" @default.
• W2973603907 modified "2023-10-16" @default.
• W2973603907 title "On the performance of intelligent techniques for intensive and stealthy DDos detection" @default.
• W2973603907 cites W1152223117 @default.
• W2973603907 cites W1562919578 @default.
• W2973603907 cites W1780185704 @default.
• W2973603907 cites W1964267679 @default.
• W2973603907 cites W1966809779 @default.
• W2973603907 cites W1975953438 @default.
• W2973603907 cites W1978915475 @default.
• W2973603907 cites W1990680872 @default.
• W2973603907 cites W2006319822 @default.
• W2973603907 cites W2018992824 @default.
• W2973603907 cites W2026621111 @default.
• W2973603907 cites W2044439547 @default.
• W2973603907 cites W2104692292 @default.
• W2973603907 cites W2118050553 @default.
• W2973603907 cites W2130507939 @default.
• W2973603907 cites W2139669429 @default.
• W2973603907 cites W2142889610 @default.
• W2973603907 cites W2155653793 @default.
• W2973603907 cites W2157496457 @default.
• W2973603907 cites W2162969618 @default.
• W2973603907 cites W2197538184 @default.
• W2973603907 cites W2219388052 @default.
• W2973603907 cites W2254364023 @default.
• W2973603907 cites W2276629685 @default.
• W2973603907 cites W2278186031 @default.
• W2973603907 cites W2299450638 @default.
• W2973603907 cites W2338318698 @default.
• W2973603907 cites W2342408547 @default.
• W2973603907 cites W2346331195 @default.
• W2973603907 cites W2526518335 @default.
• W2973603907 cites W2963320092 @default.
• W2973603907 cites W40890042 @default.
• W2973603907 cites W4239510810 @default.
• W2973603907 doi "https://doi.org/10.1016/j.comnet.2019.106906" @default.
• W2973603907 hasPublicationYear "2019" @default.
• W2973603907 type Work @default.
• W2973603907 sameAs 2973603907 @default.
• W2973603907 citedByCount "11" @default.
• W2973603907 countsByYear W29736039072020 @default.
• W2973603907 countsByYear W29736039072021 @default.
• W2973603907 countsByYear W29736039072022 @default.
• W2973603907 countsByYear W29736039072023 @default.
• W2973603907 crossrefType "journal-article" @default.
• W2973603907 hasAuthorship W2973603907A5051806341 @default.
• W2973603907 hasAuthorship W2973603907A5080263941 @default.
• W2973603907 hasBestOaLocation W29736039071 @default.
• W2973603907 hasConcept C110875604 @default.
• W2973603907 hasConcept C120865594 @default.
• W2973603907 hasConcept C134306372 @default.
• W2973603907 hasConcept C136197465 @default.
• W2973603907 hasConcept C136764020 @default.
• W2973603907 hasConcept C154945302 @default.
• W2973603907 hasConcept C33923547 @default.
• W2973603907 hasConcept C38652104 @default.
• W2973603907 hasConcept C38822068 @default.
• W2973603907 hasConcept C41008148 @default.
• W2973603907 hasConcept C43639116 @default.
• W2973603907 hasConcept C58642233 @default.
• W2973603907 hasConcept C59822182 @default.
• W2973603907 hasConcept C77618280 @default.
• W2973603907 hasConcept C86803240 @default.
• W2973603907 hasConceptScore W2973603907C110875604 @default.
• W2973603907 hasConceptScore W2973603907C120865594 @default.
• W2973603907 hasConceptScore W2973603907C134306372 @default.
• W2973603907 hasConceptScore W2973603907C136197465 @default.
• W2973603907 hasConceptScore W2973603907C136764020 @default.
• W2973603907 hasConceptScore W2973603907C154945302 @default.
• W2973603907 hasConceptScore W2973603907C33923547 @default.
• W2973603907 hasConceptScore W2973603907C38652104 @default.
• W2973603907 hasConceptScore W2973603907C38822068 @default.
• W2973603907 hasConceptScore W2973603907C41008148 @default.
• W2973603907 hasConceptScore W2973603907C43639116 @default.
• W2973603907 hasConceptScore W2973603907C58642233 @default.
• W2973603907 hasConceptScore W2973603907C59822182 @default.
• W2973603907 hasConceptScore W2973603907C77618280 @default.
• W2973603907 hasConceptScore W2973603907C86803240 @default.
• W2973603907 hasFunder F4320310174 @default.
• W2973603907 hasFunder F4320335353 @default.
• W2973603907 hasLocation W29736039071 @default.
• W2973603907 hasOpenAccess W2973603907 @default.
• W2973603907 hasPrimaryLocation W29736039071 @default.
• W2973603907 hasRelatedWork W2095378509 @default.
• W2973603907 hasRelatedWork W2187421104 @default.
• W2973603907 hasRelatedWork W2353151461 @default.
• W2973603907 hasRelatedWork W2360429410 @default.
• W2973603907 hasRelatedWork W2376172429 @default.
• W2973603907 hasRelatedWork W2783826416 @default.
• W2973603907 hasRelatedWork W3142394876 @default.
• W2973603907 hasRelatedWork W3189446050 @default.
• W2973603907 hasRelatedWork W2186749541 @default.
• W2973603907 hasRelatedWork W2189542741 @default.

• next