FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2952392021> ?p ?o ?g. }

• W2952392021 abstract "We consider regularized support vector machines (SVMs) and show that they are precisely equivalent to a new robust optimization formulation. We show that this equivalence of robust optimization and regularization has implications for both algorithms, and analysis. In terms of algorithms, the equivalence suggests more general SVM-like algorithms for classification that explicitly build in protection to noise, and at the same time control overfitting. On the analysis front, the equivalence of robustness and regularization, provides a robust optimization interpretation for the success of regularized SVMs. We use the this new robustness interpretation of SVMs to give a new proof of consistency of (kernelized) SVMs, thus establishing robustness as the reason regularized SVMs generalize well." @default.
• W2952392021 created "2019-06-27" @default.
• W2952392021 creator A5036260775 @default.
• W2952392021 creator A5053978837 @default.
• W2952392021 creator A5061203282 @default.
• W2952392021 date "2008-03-25" @default.
• W2952392021 modified "2023-09-27" @default.
• W2952392021 title "Robustness and Regularization of Support Vector Machines" @default.
• W2952392021 cites W1542886316 @default.
• W2952392021 cites W1608733719 @default.
• W2952392021 cites W1967073510 @default.
• W2952392021 cites W1972284617 @default.
• W2952392021 cites W1995285162 @default.
• W2952392021 cites W2005201432 @default.
• W2952392021 cites W2007154098 @default.
• W2952392021 cites W2010353172 @default.
• W2952392021 cites W2033745948 @default.
• W2952392021 cites W2046396733 @default.
• W2952392021 cites W2051381803 @default.
• W2952392021 cites W2082233060 @default.
• W2952392021 cites W2097584995 @default.
• W2952392021 cites W2107961375 @default.
• W2952392021 cites W2110652811 @default.
• W2952392021 cites W2111406701 @default.
• W2952392021 cites W2114296159 @default.
• W2952392021 cites W2118578357 @default.
• W2952392021 cites W2119821739 @default.
• W2952392021 cites W2129249398 @default.
• W2952392021 cites W2130789388 @default.
• W2952392021 cites W2139338362 @default.
• W2952392021 cites W2142992973 @default.
• W2952392021 cites W2147609908 @default.
• W2952392021 cites W2162341153 @default.
• W2952392021 cites W2169071224 @default.
• W2952392021 cites W2174883827 @default.
• W2952392021 cites W2296319761 @default.
• W2952392021 cites W2579923771 @default.
• W2952392021 cites W3119651796 @default.
• W2952392021 cites W3120740533 @default.
• W2952392021 cites W3143187486 @default.
• W2952392021 cites W56743589 @default.
• W2952392021 hasPublicationYear "2008" @default.
• W2952392021 type Work @default.
• W2952392021 sameAs 2952392021 @default.
• W2952392021 citedByCount "1" @default.
• W2952392021 countsByYear W29523920212019 @default.
• W2952392021 crossrefType "posted-content" @default.
• W2952392021 hasAuthorship W2952392021A5036260775 @default.
• W2952392021 hasAuthorship W2952392021A5053978837 @default.
• W2952392021 hasAuthorship W2952392021A5061203282 @default.
• W2952392021 hasConcept C104317684 @default.
• W2952392021 hasConcept C11413529 @default.
• W2952392021 hasConcept C118615104 @default.
• W2952392021 hasConcept C119857082 @default.
• W2952392021 hasConcept C12267149 @default.
• W2952392021 hasConcept C126255220 @default.
• W2952392021 hasConcept C134306372 @default.
• W2952392021 hasConcept C135252773 @default.
• W2952392021 hasConcept C141718189 @default.
• W2952392021 hasConcept C14948415 @default.
• W2952392021 hasConcept C152442038 @default.
• W2952392021 hasConcept C153180895 @default.
• W2952392021 hasConcept C154945302 @default.
• W2952392021 hasConcept C185592680 @default.
• W2952392021 hasConcept C22019652 @default.
• W2952392021 hasConcept C2776135515 @default.
• W2952392021 hasConcept C2780069185 @default.
• W2952392021 hasConcept C33923547 @default.
• W2952392021 hasConcept C41008148 @default.
• W2952392021 hasConcept C50644808 @default.
• W2952392021 hasConcept C55493867 @default.
• W2952392021 hasConcept C63479239 @default.
• W2952392021 hasConceptScore W2952392021C104317684 @default.
• W2952392021 hasConceptScore W2952392021C11413529 @default.
• W2952392021 hasConceptScore W2952392021C118615104 @default.
• W2952392021 hasConceptScore W2952392021C119857082 @default.
• W2952392021 hasConceptScore W2952392021C12267149 @default.
• W2952392021 hasConceptScore W2952392021C126255220 @default.
• W2952392021 hasConceptScore W2952392021C134306372 @default.
• W2952392021 hasConceptScore W2952392021C135252773 @default.
• W2952392021 hasConceptScore W2952392021C141718189 @default.
• W2952392021 hasConceptScore W2952392021C14948415 @default.
• W2952392021 hasConceptScore W2952392021C152442038 @default.
• W2952392021 hasConceptScore W2952392021C153180895 @default.
• W2952392021 hasConceptScore W2952392021C154945302 @default.
• W2952392021 hasConceptScore W2952392021C185592680 @default.
• W2952392021 hasConceptScore W2952392021C22019652 @default.
• W2952392021 hasConceptScore W2952392021C2776135515 @default.
• W2952392021 hasConceptScore W2952392021C2780069185 @default.
• W2952392021 hasConceptScore W2952392021C33923547 @default.
• W2952392021 hasConceptScore W2952392021C41008148 @default.
• W2952392021 hasConceptScore W2952392021C50644808 @default.
• W2952392021 hasConceptScore W2952392021C55493867 @default.
• W2952392021 hasConceptScore W2952392021C63479239 @default.
• W2952392021 hasLocation W29523920211 @default.
• W2952392021 hasOpenAccess W2952392021 @default.
• W2952392021 hasPrimaryLocation W29523920211 @default.
• W2952392021 hasRelatedWork W11152069 @default.
• W2952392021 hasRelatedWork W133715698 @default.
• W2952392021 hasRelatedWork W1496025956 @default.

• next