Matches in SemOpenAlex for { <https://semopenalex.org/work/W2068576961> ?p ?o ?g. }
Showing items 1 to 82 of
82
with 100 items per page.
- W2068576961 abstract "In this paper, several hardware architectures for the realization of ensembles of axis-parallel, oblique and nonlinear decision trees (DTs) are presented. Hardware architectures for the implementation of a number of ensemble combination rules are also presented. These architectures are universal and can be used to combine predictions from any type of classifiers, such as decision trees, artificial neural networks (ANNs) and support vector machines (SVMs). Proposed architectures are suitable for the implementation using Field Programmable Gate Arrays (FPGA) and Application Specific Integrated Circuits (ASIC). Experiment results obtained using 29 datasets from the standard UCI Machine Learning Repository database suggest that the FPGA implementations offer significant improvement in the classification time in comparison with the traditional software implementations. Greatest improvement can be achieved using the SP2-P architecture implemented on the FPGA achieving 416.53 times faster classification speed on average, compared with the software implementation. This result has been achieved on the FPGA working at 135.51 MHz on average, which is 33.21 times slower than the operating frequency of the general purpose computer on which the software implementation has been executed." @default.
- W2068576961 created "2016-06-24" @default.
- W2068576961 creator A5049837635 @default.
- W2068576961 creator A5065879404 @default.
- W2068576961 date "2013-05-09" @default.
- W2068576961 modified "2023-09-28" @default.
- W2068576961 title "HARDWARE IMPLEMENTATION OF DECISION TREE ENSEMBLES" @default.
- W2068576961 cites W1542270631 @default.
- W2068576961 cites W1550861865 @default.
- W2068576961 cites W1588100052 @default.
- W2068576961 cites W1974693044 @default.
- W2068576961 cites W2094455583 @default.
- W2068576961 cites W2116484831 @default.
- W2068576961 cites W2136632098 @default.
- W2068576961 cites W2148239836 @default.
- W2068576961 cites W2148423395 @default.
- W2068576961 cites W2150884987 @default.
- W2068576961 cites W2152744490 @default.
- W2068576961 cites W2153058200 @default.
- W2068576961 cites W2155806188 @default.
- W2068576961 cites W2159925574 @default.
- W2068576961 cites W2160564965 @default.
- W2068576961 cites W28412257 @default.
- W2068576961 cites W2951539267 @default.
- W2068576961 cites W4230542890 @default.
- W2068576961 cites W4235881750 @default.
- W2068576961 cites W4246070010 @default.
- W2068576961 cites W576301840 @default.
- W2068576961 cites W866281365 @default.
- W2068576961 cites W2043166219 @default.
- W2068576961 doi "https://doi.org/10.1142/s0218126613500321" @default.
- W2068576961 hasPublicationYear "2013" @default.
- W2068576961 type Work @default.
- W2068576961 sameAs 2068576961 @default.
- W2068576961 citedByCount "8" @default.
- W2068576961 countsByYear W20685769612015 @default.
- W2068576961 countsByYear W20685769612016 @default.
- W2068576961 countsByYear W20685769612017 @default.
- W2068576961 countsByYear W20685769612018 @default.
- W2068576961 countsByYear W20685769612021 @default.
- W2068576961 crossrefType "journal-article" @default.
- W2068576961 hasAuthorship W2068576961A5049837635 @default.
- W2068576961 hasAuthorship W2068576961A5065879404 @default.
- W2068576961 hasConcept C113174947 @default.
- W2068576961 hasConcept C114614502 @default.
- W2068576961 hasConcept C154945302 @default.
- W2068576961 hasConcept C33923547 @default.
- W2068576961 hasConcept C41008148 @default.
- W2068576961 hasConcept C84525736 @default.
- W2068576961 hasConceptScore W2068576961C113174947 @default.
- W2068576961 hasConceptScore W2068576961C114614502 @default.
- W2068576961 hasConceptScore W2068576961C154945302 @default.
- W2068576961 hasConceptScore W2068576961C33923547 @default.
- W2068576961 hasConceptScore W2068576961C41008148 @default.
- W2068576961 hasConceptScore W2068576961C84525736 @default.
- W2068576961 hasLocation W20685769611 @default.
- W2068576961 hasOpenAccess W2068576961 @default.
- W2068576961 hasPrimaryLocation W20685769611 @default.
- W2068576961 hasRelatedWork W1482789875 @default.
- W2068576961 hasRelatedWork W1582084802 @default.
- W2068576961 hasRelatedWork W2013636129 @default.
- W2068576961 hasRelatedWork W2036058739 @default.
- W2068576961 hasRelatedWork W2066463651 @default.
- W2068576961 hasRelatedWork W2074254229 @default.
- W2068576961 hasRelatedWork W2081889466 @default.
- W2068576961 hasRelatedWork W2094455583 @default.
- W2068576961 hasRelatedWork W2097293837 @default.
- W2068576961 hasRelatedWork W2114445251 @default.
- W2068576961 hasRelatedWork W2150525628 @default.
- W2068576961 hasRelatedWork W2289524931 @default.
- W2068576961 hasRelatedWork W2993127577 @default.
- W2068576961 hasRelatedWork W3010523544 @default.
- W2068576961 hasRelatedWork W3010674553 @default.
- W2068576961 hasRelatedWork W3017830052 @default.
- W2068576961 hasRelatedWork W3123472865 @default.
- W2068576961 hasRelatedWork W3134165833 @default.
- W2068576961 hasRelatedWork W3158118579 @default.
- W2068576961 hasRelatedWork W3173892753 @default.
- W2068576961 isParatext "false" @default.
- W2068576961 isRetracted "false" @default.
- W2068576961 magId "2068576961" @default.
- W2068576961 workType "article" @default.