Matches in SemOpenAlex for { <https://semopenalex.org/work/W2593452401> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W2593452401 endingPage "100" @default.
- W2593452401 startingPage "88" @default.
- W2593452401 abstract "In this paper, we consider asymptotic properties of the support vector machine (SVM) in high-dimension, low-sample-size (HDLSS) settings. We show that the hard-margin linear SVM holds a consistency property in which misclassification rates tend to zero as the dimension goes to infinity under certain severe conditions. We show that the SVM is very biased in HDLSS settings and its performance is affected by the bias directly. In order to overcome such difficulties, we propose a bias-corrected SVM (BC-SVM). We show that the BC-SVM gives preferable performances in HDLSS settings. We also discuss the SVMs in multiclass HDLSS settings. Finally, we check the performance of the classifiers in actual data analyses." @default.
- W2593452401 created "2017-03-16" @default.
- W2593452401 creator A5001988364 @default.
- W2593452401 creator A5014708919 @default.
- W2593452401 creator A5023581469 @default.
- W2593452401 date "2017-12-01" @default.
- W2593452401 modified "2023-10-03" @default.
- W2593452401 title "Support vector machine and its bias correction in high-dimension, low-sample-size settings" @default.
- W2593452401 cites W1587510588 @default.
- W2593452401 cites W1760802034 @default.
- W2593452401 cites W1971198982 @default.
- W2593452401 cites W1998894275 @default.
- W2593452401 cites W2007527993 @default.
- W2593452401 cites W2008920675 @default.
- W2593452401 cites W2011058684 @default.
- W2593452401 cites W2027688434 @default.
- W2593452401 cites W2039215669 @default.
- W2593452401 cites W2071988253 @default.
- W2593452401 cites W2087684630 @default.
- W2593452401 cites W2109363337 @default.
- W2593452401 cites W4246697467 @default.
- W2593452401 doi "https://doi.org/10.1016/j.jspi.2017.05.005" @default.
- W2593452401 hasPublicationYear "2017" @default.
- W2593452401 type Work @default.
- W2593452401 sameAs 2593452401 @default.
- W2593452401 citedByCount "17" @default.
- W2593452401 countsByYear W25934524012017 @default.
- W2593452401 countsByYear W25934524012018 @default.
- W2593452401 countsByYear W25934524012019 @default.
- W2593452401 countsByYear W25934524012020 @default.
- W2593452401 countsByYear W25934524012021 @default.
- W2593452401 countsByYear W25934524012022 @default.
- W2593452401 countsByYear W25934524012023 @default.
- W2593452401 crossrefType "journal-article" @default.
- W2593452401 hasAuthorship W2593452401A5001988364 @default.
- W2593452401 hasAuthorship W2593452401A5014708919 @default.
- W2593452401 hasAuthorship W2593452401A5023581469 @default.
- W2593452401 hasBestOaLocation W25934524012 @default.
- W2593452401 hasConcept C105795698 @default.
- W2593452401 hasConcept C114614502 @default.
- W2593452401 hasConcept C12267149 @default.
- W2593452401 hasConcept C129848803 @default.
- W2593452401 hasConcept C149782125 @default.
- W2593452401 hasConcept C154945302 @default.
- W2593452401 hasConcept C185592680 @default.
- W2593452401 hasConcept C198531522 @default.
- W2593452401 hasConcept C33676613 @default.
- W2593452401 hasConcept C33923547 @default.
- W2593452401 hasConcept C41008148 @default.
- W2593452401 hasConcept C43617362 @default.
- W2593452401 hasConceptScore W2593452401C105795698 @default.
- W2593452401 hasConceptScore W2593452401C114614502 @default.
- W2593452401 hasConceptScore W2593452401C12267149 @default.
- W2593452401 hasConceptScore W2593452401C129848803 @default.
- W2593452401 hasConceptScore W2593452401C149782125 @default.
- W2593452401 hasConceptScore W2593452401C154945302 @default.
- W2593452401 hasConceptScore W2593452401C185592680 @default.
- W2593452401 hasConceptScore W2593452401C198531522 @default.
- W2593452401 hasConceptScore W2593452401C33676613 @default.
- W2593452401 hasConceptScore W2593452401C33923547 @default.
- W2593452401 hasConceptScore W2593452401C41008148 @default.
- W2593452401 hasConceptScore W2593452401C43617362 @default.
- W2593452401 hasFunder F4320334764 @default.
- W2593452401 hasLocation W25934524011 @default.
- W2593452401 hasLocation W25934524012 @default.
- W2593452401 hasLocation W25934524013 @default.
- W2593452401 hasOpenAccess W2593452401 @default.
- W2593452401 hasPrimaryLocation W25934524011 @default.
- W2593452401 hasRelatedWork W1604259489 @default.
- W2593452401 hasRelatedWork W1771779360 @default.
- W2593452401 hasRelatedWork W2119095362 @default.
- W2593452401 hasRelatedWork W2172032168 @default.
- W2593452401 hasRelatedWork W2290081135 @default.
- W2593452401 hasRelatedWork W2344823191 @default.
- W2593452401 hasRelatedWork W3022782703 @default.
- W2593452401 hasRelatedWork W3210933308 @default.
- W2593452401 hasRelatedWork W56086665 @default.
- W2593452401 hasRelatedWork W871906761 @default.
- W2593452401 hasVolume "191" @default.
- W2593452401 isParatext "false" @default.
- W2593452401 isRetracted "false" @default.
- W2593452401 magId "2593452401" @default.
- W2593452401 workType "article" @default.