FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3040319990> ?p ?o ?g. }

• W3040319990 endingPage "53" @default.
• W3040319990 startingPage "42" @default.
• W3040319990 abstract "In this paper, a hardware accelerator for sparse support vector machines (SVM) is proposed. We believe that the proposed accelerator is the first accelerator of this kind. The accelerator is designed for use in field programmable gate arrays (FPGA) systems. Additionally, a novel algorithm for the pruning of SVM models is developed. The pruned SVM model has a smaller memory footprint and can be processed faster compared to dense SVM models. In the systems with memory throughput, compute or power constraints, such as edge computing, this can be a big advantage. The experiments on several standard datasets are conducted, which aim is to compare the efficiency of the proposed architecture and the developed algorithm to the existing solutions. The results of the experiments reveal that the proposed hardware architecture and SVM pruning algorithm has superior characteristics in comparison to the previous work in the field. A memory reduction from 3 % to 85 % is achieved, with a speed-up in a range from 1.17 to 7.92." @default.
• W3040319990 created "2020-07-10" @default.
• W3040319990 creator A5065879404 @default.
• W3040319990 creator A5066612315 @default.
• W3040319990 date "2020-06-27" @default.
• W3040319990 modified "2023-10-17" @default.
• W3040319990 title "Hardware Acceleration of Sparse Support Vector Machines for Edge Computing" @default.
• W3040319990 doi "https://doi.org/10.5755/j01.eie.26.3.25796" @default.
• W3040319990 hasPublicationYear "2020" @default.
• W3040319990 type Work @default.
• W3040319990 sameAs 3040319990 @default.
• W3040319990 citedByCount "2" @default.
• W3040319990 countsByYear W30403199902021 @default.
• W3040319990 countsByYear W30403199902022 @default.
• W3040319990 crossrefType "journal-article" @default.
• W3040319990 hasAuthorship W3040319990A5065879404 @default.
• W3040319990 hasAuthorship W3040319990A5066612315 @default.
• W3040319990 hasBestOaLocation W30403199901 @default.
• W3040319990 hasConcept C108010975 @default.
• W3040319990 hasConcept C111919701 @default.
• W3040319990 hasConcept C113775141 @default.
• W3040319990 hasConcept C114237110 @default.
• W3040319990 hasConcept C117896860 @default.
• W3040319990 hasConcept C121332964 @default.
• W3040319990 hasConcept C12267149 @default.
• W3040319990 hasConcept C13164978 @default.
• W3040319990 hasConcept C132943942 @default.
• W3040319990 hasConcept C151730666 @default.
• W3040319990 hasConcept C154945302 @default.
• W3040319990 hasConcept C157764524 @default.
• W3040319990 hasConcept C162307627 @default.
• W3040319990 hasConcept C173608175 @default.
• W3040319990 hasConcept C199360897 @default.
• W3040319990 hasConcept C202444582 @default.
• W3040319990 hasConcept C2777904410 @default.
• W3040319990 hasConcept C33923547 @default.
• W3040319990 hasConcept C41008148 @default.
• W3040319990 hasConcept C42935608 @default.
• W3040319990 hasConcept C555944384 @default.
• W3040319990 hasConcept C65232700 @default.
• W3040319990 hasConcept C6557445 @default.
• W3040319990 hasConcept C68339613 @default.
• W3040319990 hasConcept C74650414 @default.
• W3040319990 hasConcept C74912251 @default.
• W3040319990 hasConcept C76155785 @default.
• W3040319990 hasConcept C86803240 @default.
• W3040319990 hasConcept C9390403 @default.
• W3040319990 hasConcept C9652623 @default.
• W3040319990 hasConceptScore W3040319990C108010975 @default.
• W3040319990 hasConceptScore W3040319990C111919701 @default.
• W3040319990 hasConceptScore W3040319990C113775141 @default.
• W3040319990 hasConceptScore W3040319990C114237110 @default.
• W3040319990 hasConceptScore W3040319990C117896860 @default.
• W3040319990 hasConceptScore W3040319990C121332964 @default.
• W3040319990 hasConceptScore W3040319990C12267149 @default.
• W3040319990 hasConceptScore W3040319990C13164978 @default.
• W3040319990 hasConceptScore W3040319990C132943942 @default.
• W3040319990 hasConceptScore W3040319990C151730666 @default.
• W3040319990 hasConceptScore W3040319990C154945302 @default.
• W3040319990 hasConceptScore W3040319990C157764524 @default.
• W3040319990 hasConceptScore W3040319990C162307627 @default.
• W3040319990 hasConceptScore W3040319990C173608175 @default.
• W3040319990 hasConceptScore W3040319990C199360897 @default.
• W3040319990 hasConceptScore W3040319990C202444582 @default.
• W3040319990 hasConceptScore W3040319990C2777904410 @default.
• W3040319990 hasConceptScore W3040319990C33923547 @default.
• W3040319990 hasConceptScore W3040319990C41008148 @default.
• W3040319990 hasConceptScore W3040319990C42935608 @default.
• W3040319990 hasConceptScore W3040319990C555944384 @default.
• W3040319990 hasConceptScore W3040319990C65232700 @default.
• W3040319990 hasConceptScore W3040319990C6557445 @default.
• W3040319990 hasConceptScore W3040319990C68339613 @default.
• W3040319990 hasConceptScore W3040319990C74650414 @default.
• W3040319990 hasConceptScore W3040319990C74912251 @default.
• W3040319990 hasConceptScore W3040319990C76155785 @default.
• W3040319990 hasConceptScore W3040319990C86803240 @default.
• W3040319990 hasConceptScore W3040319990C9390403 @default.
• W3040319990 hasConceptScore W3040319990C9652623 @default.
• W3040319990 hasFunder F4320322729 @default.
• W3040319990 hasFunder F4320335254 @default.
• W3040319990 hasIssue "3" @default.
• W3040319990 hasLocation W30403199901 @default.
• W3040319990 hasOpenAccess W3040319990 @default.
• W3040319990 hasPrimaryLocation W30403199901 @default.
• W3040319990 hasRelatedWork W11098191 @default.
• W3040319990 hasRelatedWork W14008530 @default.
• W3040319990 hasRelatedWork W14219515 @default.
• W3040319990 hasRelatedWork W1556219 @default.
• W3040319990 hasRelatedWork W4394999 @default.
• W3040319990 hasRelatedWork W5144792 @default.
• W3040319990 hasRelatedWork W5567520 @default.
• W3040319990 hasRelatedWork W6524134 @default.
• W3040319990 hasRelatedWork W7514515 @default.
• W3040319990 hasRelatedWork W955143 @default.
• W3040319990 hasVolume "26" @default.
• W3040319990 isParatext "false" @default.
• W3040319990 isRetracted "false" @default.
• W3040319990 magId "3040319990" @default.

• next