FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2168183257> ?p ?o ?g. }

• W2168183257 endingPage "756" @default.
• W2168183257 startingPage "748" @default.
• W2168183257 abstract "It is known that the solution of regularization and interpolation problems with Hilbertian penalties can be expressed as a linear combination of the data. This very useful property, called the representer theorem, has been widely studied and applied to machine learning problems. Analogous optimality conditions have appeared in other contexts, notably in matrix regularization. In this paper we propose a unified view, which generalizes the concept of representer theorems and extends necessary and sufficient conditions for such theorems to hold. Our main result shows a close connection between representer theorems and certain classes of regularization penalties, which we call orthomonotone functions. This result not only subsumes previous representer theorems as special cases but also yields a new class of optimality conditions, which goes beyond the classical linear combination of the data. Moreover, orthomonotonicity provides a useful criterion for testing whether a representer theorem holds for a specific regularization problem." @default.
• W2168183257 created "2016-06-24" @default.
• W2168183257 creator A5045401042 @default.
• W2168183257 creator A5068666260 @default.
• W2168183257 date "2014-06-21" @default.
• W2168183257 modified "2023-09-26" @default.
• W2168183257 title "A Unifying View of Representer Theorems" @default.
• W2168183257 cites W1540155273 @default.
• W2168183257 cites W1575364304 @default.
• W2168183257 cites W1605479404 @default.
• W2168183257 cites W1943663045 @default.
• W2168183257 cites W1984541063 @default.
• W2168183257 cites W2002355073 @default.
• W2168183257 cites W2002806284 @default.
• W2168183257 cites W2065180801 @default.
• W2168183257 cites W2090923791 @default.
• W2168183257 cites W2099720998 @default.
• W2168183257 cites W2104290444 @default.
• W2168183257 cites W2106437756 @default.
• W2168183257 cites W2113484479 @default.
• W2168183257 cites W2115003579 @default.
• W2168183257 cites W2116413942 @default.
• W2168183257 cites W2123856749 @default.
• W2168183257 cites W2124331852 @default.
• W2168183257 cites W2136440798 @default.
• W2168183257 cites W2144752499 @default.
• W2168183257 cites W2145135875 @default.
• W2168183257 cites W2151211319 @default.
• W2168183257 cites W2151462928 @default.
• W2168183257 cites W2153989749 @default.
• W2168183257 cites W2154389918 @default.
• W2168183257 cites W2156512439 @default.
• W2168183257 cites W2158602558 @default.
• W2168183257 cites W2164262940 @default.
• W2168183257 cites W2166903773 @default.
• W2168183257 cites W2168505892 @default.
• W2168183257 cites W2169393334 @default.
• W2168183257 cites W3023786531 @default.
• W2168183257 hasPublicationYear "2014" @default.
• W2168183257 type Work @default.
• W2168183257 sameAs 2168183257 @default.
• W2168183257 citedByCount "7" @default.
• W2168183257 countsByYear W21681832572016 @default.
• W2168183257 countsByYear W21681832572017 @default.
• W2168183257 countsByYear W21681832572018 @default.
• W2168183257 countsByYear W21681832572020 @default.
• W2168183257 crossrefType "proceedings-article" @default.
• W2168183257 hasAuthorship W2168183257A5045401042 @default.
• W2168183257 hasAuthorship W2168183257A5068666260 @default.
• W2168183257 hasConcept C104114177 @default.
• W2168183257 hasConcept C122280245 @default.
• W2168183257 hasConcept C12267149 @default.
• W2168183257 hasConcept C126255220 @default.
• W2168183257 hasConcept C136119220 @default.
• W2168183257 hasConcept C137800194 @default.
• W2168183257 hasConcept C154945302 @default.
• W2168183257 hasConcept C172623408 @default.
• W2168183257 hasConcept C182335926 @default.
• W2168183257 hasConcept C202444582 @default.
• W2168183257 hasConcept C2776135515 @default.
• W2168183257 hasConcept C28826006 @default.
• W2168183257 hasConcept C33923547 @default.
• W2168183257 hasConcept C41008148 @default.
• W2168183257 hasConceptScore W2168183257C104114177 @default.
• W2168183257 hasConceptScore W2168183257C122280245 @default.
• W2168183257 hasConceptScore W2168183257C12267149 @default.
• W2168183257 hasConceptScore W2168183257C126255220 @default.
• W2168183257 hasConceptScore W2168183257C136119220 @default.
• W2168183257 hasConceptScore W2168183257C137800194 @default.
• W2168183257 hasConceptScore W2168183257C154945302 @default.
• W2168183257 hasConceptScore W2168183257C172623408 @default.
• W2168183257 hasConceptScore W2168183257C182335926 @default.
• W2168183257 hasConceptScore W2168183257C202444582 @default.
• W2168183257 hasConceptScore W2168183257C2776135515 @default.
• W2168183257 hasConceptScore W2168183257C28826006 @default.
• W2168183257 hasConceptScore W2168183257C33923547 @default.
• W2168183257 hasConceptScore W2168183257C41008148 @default.
• W2168183257 hasLocation W21681832571 @default.
• W2168183257 hasOpenAccess W2168183257 @default.
• W2168183257 hasPrimaryLocation W21681832571 @default.
• W2168183257 hasRelatedWork W1540155273 @default.
• W2168183257 hasRelatedWork W1635698326 @default.
• W2168183257 hasRelatedWork W1746819321 @default.
• W2168183257 hasRelatedWork W1965324089 @default.
• W2168183257 hasRelatedWork W1986280275 @default.
• W2168183257 hasRelatedWork W2002355073 @default.
• W2168183257 hasRelatedWork W2047278710 @default.
• W2168183257 hasRelatedWork W2050245063 @default.
• W2168183257 hasRelatedWork W2056576172 @default.
• W2168183257 hasRelatedWork W2062592759 @default.
• W2168183257 hasRelatedWork W2092766760 @default.
• W2168183257 hasRelatedWork W2135046866 @default.
• W2168183257 hasRelatedWork W2146766088 @default.
• W2168183257 hasRelatedWork W2148603752 @default.
• W2168183257 hasRelatedWork W2759681842 @default.
• W2168183257 hasRelatedWork W2795547308 @default.
• W2168183257 hasRelatedWork W3185652123 @default.
• W2168183257 hasRelatedWork W3199005052 @default.

• next