Matches in SemOpenAlex for { <https://semopenalex.org/work/W2530460578> ?p ?o ?g. }
Showing items 1 to 66 of
66
with 100 items per page.
- W2530460578 endingPage "541" @default.
- W2530460578 startingPage "525" @default.
- W2530460578 abstract "By its very nature, inductive inference performed by machine learning methods mainly is data driven. Still, the incorporation of background knowledge—if available—can help to make inductive inference more efficient and to improve the quality of induced models. Fuzzy set–based modeling techniques provide a convenient tool for making expert knowledge accessible to computational methods. In this article, we exploit such techniques within the context of the regularization (penalization) framework of inductive learning. The basic idea is to express knowledge about an underlying data-generating process in terms of flexible constraints and to penalize those models violating these constraints. An optimal model is one that achieves an optimal trade-off between fitting the data and satisfying the constraints. © 2004 Wiley Periodicals, Inc." @default.
- W2530460578 created "2016-10-21" @default.
- W2530460578 creator A5059439673 @default.
- W2530460578 date "2004-04-23" @default.
- W2530460578 modified "2023-09-25" @default.
- W2530460578 title "Flexible constraints for regularization in learning from data" @default.
- W2530460578 cites W1490970924 @default.
- W2530460578 cites W1509552424 @default.
- W2530460578 cites W1516592941 @default.
- W2530460578 cites W1988520084 @default.
- W2530460578 cites W2054658115 @default.
- W2530460578 cites W2078066200 @default.
- W2530460578 cites W2122816227 @default.
- W2530460578 cites W4211007335 @default.
- W2530460578 cites W4230674625 @default.
- W2530460578 cites W4232632925 @default.
- W2530460578 cites W4234698323 @default.
- W2530460578 cites W4249567730 @default.
- W2530460578 doi "https://doi.org/10.1002/int.20010" @default.
- W2530460578 hasPublicationYear "2004" @default.
- W2530460578 type Work @default.
- W2530460578 sameAs 2530460578 @default.
- W2530460578 citedByCount "0" @default.
- W2530460578 crossrefType "journal-article" @default.
- W2530460578 hasAuthorship W2530460578A5059439673 @default.
- W2530460578 hasConcept C111919701 @default.
- W2530460578 hasConcept C119857082 @default.
- W2530460578 hasConcept C124101348 @default.
- W2530460578 hasConcept C154945302 @default.
- W2530460578 hasConcept C165696696 @default.
- W2530460578 hasConcept C2776135515 @default.
- W2530460578 hasConcept C2776214188 @default.
- W2530460578 hasConcept C38652104 @default.
- W2530460578 hasConcept C41008148 @default.
- W2530460578 hasConcept C98045186 @default.
- W2530460578 hasConceptScore W2530460578C111919701 @default.
- W2530460578 hasConceptScore W2530460578C119857082 @default.
- W2530460578 hasConceptScore W2530460578C124101348 @default.
- W2530460578 hasConceptScore W2530460578C154945302 @default.
- W2530460578 hasConceptScore W2530460578C165696696 @default.
- W2530460578 hasConceptScore W2530460578C2776135515 @default.
- W2530460578 hasConceptScore W2530460578C2776214188 @default.
- W2530460578 hasConceptScore W2530460578C38652104 @default.
- W2530460578 hasConceptScore W2530460578C41008148 @default.
- W2530460578 hasConceptScore W2530460578C98045186 @default.
- W2530460578 hasIssue "6" @default.
- W2530460578 hasLocation W25304605781 @default.
- W2530460578 hasOpenAccess W2530460578 @default.
- W2530460578 hasPrimaryLocation W25304605781 @default.
- W2530460578 hasRelatedWork W2293088344 @default.
- W2530460578 hasRelatedWork W2511279186 @default.
- W2530460578 hasRelatedWork W2898291644 @default.
- W2530460578 hasRelatedWork W2963058055 @default.
- W2530460578 hasRelatedWork W2963456518 @default.
- W2530460578 hasRelatedWork W3100928112 @default.
- W2530460578 hasRelatedWork W3104224589 @default.
- W2530460578 hasRelatedWork W4206079793 @default.
- W2530460578 hasRelatedWork W4287198797 @default.
- W2530460578 hasRelatedWork W4297845793 @default.
- W2530460578 hasVolume "19" @default.
- W2530460578 isParatext "false" @default.
- W2530460578 isRetracted "false" @default.
- W2530460578 magId "2530460578" @default.
- W2530460578 workType "article" @default.