FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2116200501> ?p ?o ?g. }

• W2116200501 endingPage "1584" @default.
• W2116200501 startingPage "1576" @default.
• W2116200501 abstract "This paper proposes a distributionally robust approach to logistic regression. We use the Wasserstein distance to construct a ball in the space of probability distributions centered at the uniform distribution on the training samples. If the radius of this ball is chosen judiciously, we can guarantee that it contains the unknown data-generating distribution with high confidence. We then formulate a distribution-ally robust logistic regression model that minimizes a worst-case expected logloss function, where the worst case is taken over all distributions in the Wasserstein ball. We prove that this optimization problem admits a tractable reformulation and encapsulates the classical as well as the popular regularized logistic regression problems as special cases. We further propose a distributionally robust approach based on Wasserstein balls to compute upper and lower confidence bounds on the misclassification probability of the resulting classifier. These bounds are given by the optimal values of two highly tractable linear programs. We validate our theoretical out-of-sample guarantees through simulated and empirical experiments." @default.
• W2116200501 created "2016-06-24" @default.
• W2116200501 creator A5030361767 @default.
• W2116200501 creator A5034611919 @default.
• W2116200501 creator A5065780980 @default.
• W2116200501 date "2015-12-07" @default.
• W2116200501 modified "2023-10-18" @default.
• W2116200501 title "Distributionally robust logistic regression" @default.
• W2116200501 cites W1518992076 @default.
• W2116200501 cites W1548114436 @default.
• W2116200501 cites W1569990960 @default.
• W2116200501 cites W1647779468 @default.
• W2116200501 cites W1712265143 @default.
• W2116200501 cites W1968355947 @default.
• W2116200501 cites W1969048569 @default.
• W2116200501 cites W1973948212 @default.
• W2116200501 cites W1982941867 @default.
• W2116200501 cites W2004915807 @default.
• W2116200501 cites W2006041100 @default.
• W2116200501 cites W2006093909 @default.
• W2116200501 cites W2027197817 @default.
• W2116200501 cites W2046107838 @default.
• W2116200501 cites W2117173631 @default.
• W2116200501 cites W2118578357 @default.
• W2116200501 cites W2119303899 @default.
• W2116200501 cites W2123871098 @default.
• W2116200501 cites W2125417745 @default.
• W2116200501 cites W2129680346 @default.
• W2116200501 cites W2135046866 @default.
• W2116200501 cites W2153417333 @default.
• W2116200501 cites W2159294971 @default.
• W2116200501 cites W2164078599 @default.
• W2116200501 cites W2296319761 @default.
• W2116200501 cites W2536620281 @default.
• W2116200501 cites W2562747313 @default.
• W2116200501 cites W2736278702 @default.
• W2116200501 cites W2963134136 @default.
• W2116200501 cites W2964322027 @default.
• W2116200501 cites W3120740533 @default.
• W2116200501 cites W633277346 @default.
• W2116200501 cites W2182510773 @default.
• W2116200501 hasPublicationYear "2015" @default.
• W2116200501 type Work @default.
• W2116200501 sameAs 2116200501 @default.
• W2116200501 citedByCount "112" @default.
• W2116200501 countsByYear W21162005012015 @default.
• W2116200501 countsByYear W21162005012016 @default.
• W2116200501 countsByYear W21162005012017 @default.
• W2116200501 countsByYear W21162005012018 @default.
• W2116200501 countsByYear W21162005012019 @default.
• W2116200501 countsByYear W21162005012020 @default.
• W2116200501 countsByYear W21162005012021 @default.
• W2116200501 countsByYear W21162005012022 @default.
• W2116200501 crossrefType "proceedings-article" @default.
• W2116200501 hasAuthorship W2116200501A5030361767 @default.
• W2116200501 hasAuthorship W2116200501A5034611919 @default.
• W2116200501 hasAuthorship W2116200501A5065780980 @default.
• W2116200501 hasConcept C104317684 @default.
• W2116200501 hasConcept C105795698 @default.
• W2116200501 hasConcept C122041747 @default.
• W2116200501 hasConcept C126255220 @default.
• W2116200501 hasConcept C134306372 @default.
• W2116200501 hasConcept C149441793 @default.
• W2116200501 hasConcept C151956035 @default.
• W2116200501 hasConcept C185592680 @default.
• W2116200501 hasConcept C33923547 @default.
• W2116200501 hasConcept C41008148 @default.
• W2116200501 hasConcept C55493867 @default.
• W2116200501 hasConcept C63479239 @default.
• W2116200501 hasConcept C94465730 @default.
• W2116200501 hasConcept C98385598 @default.
• W2116200501 hasConceptScore W2116200501C104317684 @default.
• W2116200501 hasConceptScore W2116200501C105795698 @default.
• W2116200501 hasConceptScore W2116200501C122041747 @default.
• W2116200501 hasConceptScore W2116200501C126255220 @default.
• W2116200501 hasConceptScore W2116200501C134306372 @default.
• W2116200501 hasConceptScore W2116200501C149441793 @default.
• W2116200501 hasConceptScore W2116200501C151956035 @default.
• W2116200501 hasConceptScore W2116200501C185592680 @default.
• W2116200501 hasConceptScore W2116200501C33923547 @default.
• W2116200501 hasConceptScore W2116200501C41008148 @default.
• W2116200501 hasConceptScore W2116200501C55493867 @default.
• W2116200501 hasConceptScore W2116200501C63479239 @default.
• W2116200501 hasConceptScore W2116200501C94465730 @default.
• W2116200501 hasConceptScore W2116200501C98385598 @default.
• W2116200501 hasLocation W21162005011 @default.
• W2116200501 hasOpenAccess W2116200501 @default.
• W2116200501 hasPrimaryLocation W21162005011 @default.
• W2116200501 hasRelatedWork W1484551447 @default.
• W2116200501 hasRelatedWork W1542523037 @default.
• W2116200501 hasRelatedWork W1968355947 @default.
• W2116200501 hasRelatedWork W2119303899 @default.
• W2116200501 hasRelatedWork W2125417745 @default.
• W2116200501 hasRelatedWork W2153417333 @default.
• W2116200501 hasRelatedWork W2296319761 @default.
• W2116200501 hasRelatedWork W2336156739 @default.
• W2116200501 hasRelatedWork W2531499355 @default.
• W2116200501 hasRelatedWork W2537619949 @default.

• next