Matches in SemOpenAlex for { <https://semopenalex.org/work/W1982098013> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W1982098013 abstract "Support vector regression (SVR) is a nonlinear prediction method using kernel functions and has been widely applied to real-world problems. Although the accuracy of an effectively tuned SVR is high, its performance strongly depends on hyper parameters. Therefore, the determination of the parameters is important when applying SVR to real-world problems. Although the optimum parameters are usually determined by an exhaustive grid search, using this method is not realistic when the sample size is considerably large. To decrease the computational time required to determine the optimum parameters, we employ orthogonal array and propose two efficient methods for SVR parameter tuning based on variable selection in Taguchi method. The proposed methods can reduce the computational time to approximately one-twelfth of that taken by a grid search method. We also validated the actual computational time and accuracy of the proposed methods by applying it to five real datasets in UCI repository." @default.
- W1982098013 created "2016-06-24" @default.
- W1982098013 creator A5035906406 @default.
- W1982098013 creator A5047779878 @default.
- W1982098013 creator A5075341482 @default.
- W1982098013 date "2014-10-01" @default.
- W1982098013 modified "2023-09-28" @default.
- W1982098013 title "Efficient parameter selection for Support Vector Regression using orthogonal array" @default.
- W1982098013 cites W1512098439 @default.
- W1982098013 cites W1975061282 @default.
- W1982098013 cites W1987656079 @default.
- W1982098013 cites W2014158063 @default.
- W1982098013 cites W2046831736 @default.
- W1982098013 cites W2087347434 @default.
- W1982098013 cites W2103459159 @default.
- W1982098013 cites W2109943925 @default.
- W1982098013 cites W2186199703 @default.
- W1982098013 doi "https://doi.org/10.1109/smc.2014.6974261" @default.
- W1982098013 hasPublicationYear "2014" @default.
- W1982098013 type Work @default.
- W1982098013 sameAs 1982098013 @default.
- W1982098013 citedByCount "1" @default.
- W1982098013 countsByYear W19820980132017 @default.
- W1982098013 crossrefType "proceedings-article" @default.
- W1982098013 hasAuthorship W1982098013A5035906406 @default.
- W1982098013 hasAuthorship W1982098013A5047779878 @default.
- W1982098013 hasAuthorship W1982098013A5075341482 @default.
- W1982098013 hasConcept C10485038 @default.
- W1982098013 hasConcept C105795698 @default.
- W1982098013 hasConcept C11413529 @default.
- W1982098013 hasConcept C114614502 @default.
- W1982098013 hasConcept C119857082 @default.
- W1982098013 hasConcept C12267149 @default.
- W1982098013 hasConcept C124101348 @default.
- W1982098013 hasConcept C126255220 @default.
- W1982098013 hasConcept C148483581 @default.
- W1982098013 hasConcept C153180895 @default.
- W1982098013 hasConcept C154945302 @default.
- W1982098013 hasConcept C179799912 @default.
- W1982098013 hasConcept C187691185 @default.
- W1982098013 hasConcept C2524010 @default.
- W1982098013 hasConcept C33923547 @default.
- W1982098013 hasConcept C41008148 @default.
- W1982098013 hasConcept C42632107 @default.
- W1982098013 hasConcept C74193536 @default.
- W1982098013 hasConcept C81917197 @default.
- W1982098013 hasConcept C83469408 @default.
- W1982098013 hasConcept C83546350 @default.
- W1982098013 hasConceptScore W1982098013C10485038 @default.
- W1982098013 hasConceptScore W1982098013C105795698 @default.
- W1982098013 hasConceptScore W1982098013C11413529 @default.
- W1982098013 hasConceptScore W1982098013C114614502 @default.
- W1982098013 hasConceptScore W1982098013C119857082 @default.
- W1982098013 hasConceptScore W1982098013C12267149 @default.
- W1982098013 hasConceptScore W1982098013C124101348 @default.
- W1982098013 hasConceptScore W1982098013C126255220 @default.
- W1982098013 hasConceptScore W1982098013C148483581 @default.
- W1982098013 hasConceptScore W1982098013C153180895 @default.
- W1982098013 hasConceptScore W1982098013C154945302 @default.
- W1982098013 hasConceptScore W1982098013C179799912 @default.
- W1982098013 hasConceptScore W1982098013C187691185 @default.
- W1982098013 hasConceptScore W1982098013C2524010 @default.
- W1982098013 hasConceptScore W1982098013C33923547 @default.
- W1982098013 hasConceptScore W1982098013C41008148 @default.
- W1982098013 hasConceptScore W1982098013C42632107 @default.
- W1982098013 hasConceptScore W1982098013C74193536 @default.
- W1982098013 hasConceptScore W1982098013C81917197 @default.
- W1982098013 hasConceptScore W1982098013C83469408 @default.
- W1982098013 hasConceptScore W1982098013C83546350 @default.
- W1982098013 hasLocation W19820980131 @default.
- W1982098013 hasOpenAccess W1982098013 @default.
- W1982098013 hasPrimaryLocation W19820980131 @default.
- W1982098013 hasRelatedWork W1505010040 @default.
- W1982098013 hasRelatedWork W1566738621 @default.
- W1982098013 hasRelatedWork W2043829975 @default.
- W1982098013 hasRelatedWork W2079662496 @default.
- W1982098013 hasRelatedWork W2081298820 @default.
- W1982098013 hasRelatedWork W2093824915 @default.
- W1982098013 hasRelatedWork W2356349805 @default.
- W1982098013 hasRelatedWork W2374927229 @default.
- W1982098013 hasRelatedWork W2379068408 @default.
- W1982098013 hasRelatedWork W2389304792 @default.
- W1982098013 hasRelatedWork W2391031198 @default.
- W1982098013 hasRelatedWork W2391363575 @default.
- W1982098013 hasRelatedWork W2592040584 @default.
- W1982098013 hasRelatedWork W2743906646 @default.
- W1982098013 hasRelatedWork W2746076170 @default.
- W1982098013 hasRelatedWork W2756263260 @default.
- W1982098013 hasRelatedWork W2920896351 @default.
- W1982098013 hasRelatedWork W3022789660 @default.
- W1982098013 hasRelatedWork W3081328321 @default.
- W1982098013 hasRelatedWork W3124695286 @default.
- W1982098013 isParatext "false" @default.
- W1982098013 isRetracted "false" @default.
- W1982098013 magId "1982098013" @default.
- W1982098013 workType "article" @default.