Matches in SemOpenAlex for { <https://semopenalex.org/work/W4205643704> ?p ?o ?g. }
- W4205643704 endingPage "8976" @default.
- W4205643704 startingPage "8946" @default.
- W4205643704 abstract "A distributed denial of service (DDoS) attack is the most destructive threat for internet-based systems and their resources. It stops the execution of victims by transferring large numbers of network traces. Due to this, legitimate users experience a delay while accessing internet-based systems and their resources. Even a short delay in responses leads to a massive financial loss. Numerous techniques have been proposed to protect internet-based systems from various kinds of DDoS attacks. However, the frequency and strength of attacks are increasing year-after-year. This paper proposes a novel Apache Kafka Streams-based distributed classification approach named KS-DDoS. For this classification approach, firstly, we design distributed classification models on the Hadoop cluster using highly scalable machine learning algorithms by fetching data from Hadoop distributed files system (HDFS). Secondly, we deploy an efficient distributed classification model on the Kafka Stream cluster to classify incoming network traces into nine classes in real-time. Further, this distributed classification approach stores highly discriminative features with predicted outcomes into HDFS for creating/updating models using a new set of instances. We implemented a distributed processing framework-based experimental environment to design, deploy, and validate the proposed classification approach for DDoS attacks. The results show that the proposed distributed KS-DDoS classification approach efficiently classifies incoming network traces with at least 80% classification accuracy." @default.
- W4205643704 created "2022-01-26" @default.
- W4205643704 creator A5009614093 @default.
- W4205643704 creator A5052192123 @default.
- W4205643704 creator A5073203805 @default.
- W4205643704 date "2022-01-16" @default.
- W4205643704 modified "2023-10-18" @default.
- W4205643704 title "KS-DDoS: Kafka streams-based classification approach for DDoS attacks" @default.
- W4205643704 cites W1966809779 @default.
- W4205643704 cites W2018992824 @default.
- W4205643704 cites W2033044304 @default.
- W4205643704 cites W2091639747 @default.
- W4205643704 cites W2100161159 @default.
- W4205643704 cites W2104692292 @default.
- W4205643704 cites W2122590816 @default.
- W4205643704 cites W2155883880 @default.
- W4205643704 cites W2162969618 @default.
- W4205643704 cites W2177270872 @default.
- W4205643704 cites W2278600692 @default.
- W4205643704 cites W2336840232 @default.
- W4205643704 cites W2343828539 @default.
- W4205643704 cites W2346047936 @default.
- W4205643704 cites W2485307462 @default.
- W4205643704 cites W2507290484 @default.
- W4205643704 cites W2586874464 @default.
- W4205643704 cites W2755234409 @default.
- W4205643704 cites W2775195841 @default.
- W4205643704 cites W2792023776 @default.
- W4205643704 cites W2793790963 @default.
- W4205643704 cites W2795187924 @default.
- W4205643704 cites W2798929353 @default.
- W4205643704 cites W2800380277 @default.
- W4205643704 cites W2883869073 @default.
- W4205643704 cites W2886805663 @default.
- W4205643704 cites W2889255763 @default.
- W4205643704 cites W2892081886 @default.
- W4205643704 cites W2897305487 @default.
- W4205643704 cites W2897608905 @default.
- W4205643704 cites W2979323854 @default.
- W4205643704 cites W2981216396 @default.
- W4205643704 cites W2982682021 @default.
- W4205643704 cites W2987029668 @default.
- W4205643704 cites W3015238075 @default.
- W4205643704 cites W3036012999 @default.
- W4205643704 cites W3111009181 @default.
- W4205643704 cites W3112863598 @default.
- W4205643704 cites W3121973162 @default.
- W4205643704 cites W3127201473 @default.
- W4205643704 cites W4211076402 @default.
- W4205643704 cites W836534198 @default.
- W4205643704 doi "https://doi.org/10.1007/s11227-021-04241-1" @default.
- W4205643704 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/35068686" @default.
- W4205643704 hasPublicationYear "2022" @default.
- W4205643704 type Work @default.
- W4205643704 citedByCount "3" @default.
- W4205643704 countsByYear W42056437042023 @default.
- W4205643704 crossrefType "journal-article" @default.
- W4205643704 hasAuthorship W4205643704A5009614093 @default.
- W4205643704 hasAuthorship W4205643704A5052192123 @default.
- W4205643704 hasAuthorship W4205643704A5073203805 @default.
- W4205643704 hasBestOaLocation W42056437041 @default.
- W4205643704 hasConcept C110875604 @default.
- W4205643704 hasConcept C111919701 @default.
- W4205643704 hasConcept C119857082 @default.
- W4205643704 hasConcept C120314980 @default.
- W4205643704 hasConcept C120865594 @default.
- W4205643704 hasConcept C124101348 @default.
- W4205643704 hasConcept C154945302 @default.
- W4205643704 hasConcept C31258907 @default.
- W4205643704 hasConcept C38822068 @default.
- W4205643704 hasConcept C41008148 @default.
- W4205643704 hasConcept C43639116 @default.
- W4205643704 hasConcept C48044578 @default.
- W4205643704 hasConcept C77088390 @default.
- W4205643704 hasConcept C89198739 @default.
- W4205643704 hasConceptScore W4205643704C110875604 @default.
- W4205643704 hasConceptScore W4205643704C111919701 @default.
- W4205643704 hasConceptScore W4205643704C119857082 @default.
- W4205643704 hasConceptScore W4205643704C120314980 @default.
- W4205643704 hasConceptScore W4205643704C120865594 @default.
- W4205643704 hasConceptScore W4205643704C124101348 @default.
- W4205643704 hasConceptScore W4205643704C154945302 @default.
- W4205643704 hasConceptScore W4205643704C31258907 @default.
- W4205643704 hasConceptScore W4205643704C38822068 @default.
- W4205643704 hasConceptScore W4205643704C41008148 @default.
- W4205643704 hasConceptScore W4205643704C43639116 @default.
- W4205643704 hasConceptScore W4205643704C48044578 @default.
- W4205643704 hasConceptScore W4205643704C77088390 @default.
- W4205643704 hasConceptScore W4205643704C89198739 @default.
- W4205643704 hasIssue "6" @default.
- W4205643704 hasLocation W42056437041 @default.
- W4205643704 hasLocation W42056437042 @default.
- W4205643704 hasLocation W42056437043 @default.
- W4205643704 hasOpenAccess W4205643704 @default.
- W4205643704 hasPrimaryLocation W42056437041 @default.
- W4205643704 hasRelatedWork W1968168724 @default.
- W4205643704 hasRelatedWork W2204131204 @default.
- W4205643704 hasRelatedWork W2383770723 @default.