Matches in SemOpenAlex for { <https://semopenalex.org/work/W3158480457> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W3158480457 endingPage "176" @default.
- W3158480457 startingPage "166" @default.
- W3158480457 abstract "In this article, we propose an optimal method referred to as SPlit for splitting a dataset into training and testing sets. SPlit is based on the method of support points (SP), which was initially developed for finding the optimal representative points of a continuous distribution. We adapt SP for subsampling from a dataset using a sequential nearest neighbor algorithm. We also extend SP to deal with categorical variables so that SPlit can be applied to both regression and classification problems. The implementation of SPlit on real datasets shows substantial improvement in the worst-case testing performance for several modeling methods compared to the commonly used random splitting procedure." @default.
- W3158480457 created "2021-05-10" @default.
- W3158480457 creator A5015629734 @default.
- W3158480457 creator A5022805220 @default.
- W3158480457 date "2021-06-01" @default.
- W3158480457 modified "2023-10-05" @default.
- W3158480457 title "SPlit: An Optimal Method for Data Splitting" @default.
- W3158480457 cites W1912463333 @default.
- W3158480457 cites W1976144991 @default.
- W3158480457 cites W2001619934 @default.
- W3158480457 cites W2008971232 @default.
- W3158480457 cites W2017422910 @default.
- W3158480457 cites W2061933243 @default.
- W3158480457 cites W2065281378 @default.
- W3158480457 cites W2066536516 @default.
- W3158480457 cites W2069360745 @default.
- W3158480457 cites W2073987885 @default.
- W3158480457 cites W2083252561 @default.
- W3158480457 cites W2089419199 @default.
- W3158480457 cites W2135046866 @default.
- W3158480457 cites W2144798162 @default.
- W3158480457 cites W2787894218 @default.
- W3158480457 cites W2898280479 @default.
- W3158480457 cites W2911964244 @default.
- W3158480457 cites W3099924168 @default.
- W3158480457 cites W4206341000 @default.
- W3158480457 cites W4238205818 @default.
- W3158480457 cites W4238414465 @default.
- W3158480457 cites W4294541781 @default.
- W3158480457 cites W4300580367 @default.
- W3158480457 doi "https://doi.org/10.1080/00401706.2021.1921037" @default.
- W3158480457 hasPublicationYear "2021" @default.
- W3158480457 type Work @default.
- W3158480457 sameAs 3158480457 @default.
- W3158480457 citedByCount "36" @default.
- W3158480457 countsByYear W31584804572021 @default.
- W3158480457 countsByYear W31584804572022 @default.
- W3158480457 countsByYear W31584804572023 @default.
- W3158480457 crossrefType "journal-article" @default.
- W3158480457 hasAuthorship W3158480457A5015629734 @default.
- W3158480457 hasAuthorship W3158480457A5022805220 @default.
- W3158480457 hasBestOaLocation W31584804571 @default.
- W3158480457 hasConcept C105795698 @default.
- W3158480457 hasConcept C113238511 @default.
- W3158480457 hasConcept C11413529 @default.
- W3158480457 hasConcept C119857082 @default.
- W3158480457 hasConcept C124101348 @default.
- W3158480457 hasConcept C154945302 @default.
- W3158480457 hasConcept C33923547 @default.
- W3158480457 hasConcept C41008148 @default.
- W3158480457 hasConcept C5274069 @default.
- W3158480457 hasConcept C83546350 @default.
- W3158480457 hasConceptScore W3158480457C105795698 @default.
- W3158480457 hasConceptScore W3158480457C113238511 @default.
- W3158480457 hasConceptScore W3158480457C11413529 @default.
- W3158480457 hasConceptScore W3158480457C119857082 @default.
- W3158480457 hasConceptScore W3158480457C124101348 @default.
- W3158480457 hasConceptScore W3158480457C154945302 @default.
- W3158480457 hasConceptScore W3158480457C33923547 @default.
- W3158480457 hasConceptScore W3158480457C41008148 @default.
- W3158480457 hasConceptScore W3158480457C5274069 @default.
- W3158480457 hasConceptScore W3158480457C83546350 @default.
- W3158480457 hasFunder F4320306076 @default.
- W3158480457 hasIssue "2" @default.
- W3158480457 hasLocation W31584804571 @default.
- W3158480457 hasLocation W31584804572 @default.
- W3158480457 hasLocation W31584804573 @default.
- W3158480457 hasOpenAccess W3158480457 @default.
- W3158480457 hasPrimaryLocation W31584804571 @default.
- W3158480457 hasRelatedWork W1480386223 @default.
- W3158480457 hasRelatedWork W173480089 @default.
- W3158480457 hasRelatedWork W1971356345 @default.
- W3158480457 hasRelatedWork W1996301369 @default.
- W3158480457 hasRelatedWork W2393866865 @default.
- W3158480457 hasRelatedWork W2734730831 @default.
- W3158480457 hasRelatedWork W2962741511 @default.
- W3158480457 hasRelatedWork W3046388566 @default.
- W3158480457 hasRelatedWork W52010771 @default.
- W3158480457 hasRelatedWork W2566841210 @default.
- W3158480457 hasVolume "64" @default.
- W3158480457 isParatext "false" @default.
- W3158480457 isRetracted "false" @default.
- W3158480457 magId "3158480457" @default.
- W3158480457 workType "article" @default.