FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2551857043> ?p ?o ?g. }

• W2551857043 endingPage "3187" @default.
• W2551857043 startingPage "3179" @default.
• W2551857043 abstract "Practical applications of machine learning often involve successive training iterations with changes to features and training examples. Ideally, changes in the output of any new model should only be improvements (wins) over the previous iteration, but in practice the predictions may change neutrally for many examples, resulting in extra net-zero wins and losses, referred to as unnecessary churn. These changes in the predictions are problematic for usability for some applications, and make it harder and more expensive to measure if a change is statistically significant positive. In this paper, we formulate the problem and present a stabilization operator to regularize a classifier towards a previous classifier. We use a Markov chain Monte Carlo stabilization operator to produce a model with more consistent predictions without adversely affecting accuracy. We investigate the properties of the proposal with theoretical analysis. Experiments on benchmark datasets for different classification algorithms demonstrate the method and the resulting reduction in churn." @default.
• W2551857043 created "2016-11-30" @default.
• W2551857043 creator A5006404251 @default.
• W2551857043 creator A5017397456 @default.
• W2551857043 creator A5069275826 @default.
• W2551857043 creator A5081038789 @default.
• W2551857043 date "2016-01-01" @default.
• W2551857043 modified "2023-10-18" @default.
• W2551857043 title "Launch and Iterate: Reducing Prediction Churn" @default.
• W2551857043 cites W1618905105 @default.
• W2551857043 cites W1963551385 @default.
• W2551857043 cites W2095705004 @default.
• W2551857043 cites W2098824882 @default.
• W2551857043 cites W2101234009 @default.
• W2551857043 cites W2110630246 @default.
• W2551857043 cites W2137207609 @default.
• W2551857043 cites W2139338362 @default.
• W2551857043 cites W2148603752 @default.
• W2551857043 cites W2156909104 @default.
• W2551857043 cites W2162341153 @default.
• W2551857043 cites W2286961399 @default.
• W2551857043 cites W2406576591 @default.
• W2551857043 cites W2483176337 @default.
• W2551857043 hasPublicationYear "2016" @default.
• W2551857043 type Work @default.
• W2551857043 sameAs 2551857043 @default.
• W2551857043 citedByCount "11" @default.
• W2551857043 countsByYear W25518570432016 @default.
• W2551857043 countsByYear W25518570432018 @default.
• W2551857043 countsByYear W25518570432019 @default.
• W2551857043 countsByYear W25518570432020 @default.
• W2551857043 countsByYear W25518570432021 @default.
• W2551857043 crossrefType "proceedings-article" @default.
• W2551857043 hasAuthorship W2551857043A5006404251 @default.
• W2551857043 hasAuthorship W2551857043A5017397456 @default.
• W2551857043 hasAuthorship W2551857043A5069275826 @default.
• W2551857043 hasAuthorship W2551857043A5081038789 @default.
• W2551857043 hasConcept C104317684 @default.
• W2551857043 hasConcept C105795698 @default.
• W2551857043 hasConcept C107457646 @default.
• W2551857043 hasConcept C119857082 @default.
• W2551857043 hasConcept C126255220 @default.
• W2551857043 hasConcept C13280743 @default.
• W2551857043 hasConcept C154945302 @default.
• W2551857043 hasConcept C158448853 @default.
• W2551857043 hasConcept C170130773 @default.
• W2551857043 hasConcept C17020691 @default.
• W2551857043 hasConcept C185592680 @default.
• W2551857043 hasConcept C185798385 @default.
• W2551857043 hasConcept C19499675 @default.
• W2551857043 hasConcept C205649164 @default.
• W2551857043 hasConcept C33923547 @default.
• W2551857043 hasConcept C41008148 @default.
• W2551857043 hasConcept C55493867 @default.
• W2551857043 hasConcept C86339819 @default.
• W2551857043 hasConcept C95623464 @default.
• W2551857043 hasConcept C98763669 @default.
• W2551857043 hasConceptScore W2551857043C104317684 @default.
• W2551857043 hasConceptScore W2551857043C105795698 @default.
• W2551857043 hasConceptScore W2551857043C107457646 @default.
• W2551857043 hasConceptScore W2551857043C119857082 @default.
• W2551857043 hasConceptScore W2551857043C126255220 @default.
• W2551857043 hasConceptScore W2551857043C13280743 @default.
• W2551857043 hasConceptScore W2551857043C154945302 @default.
• W2551857043 hasConceptScore W2551857043C158448853 @default.
• W2551857043 hasConceptScore W2551857043C170130773 @default.
• W2551857043 hasConceptScore W2551857043C17020691 @default.
• W2551857043 hasConceptScore W2551857043C185592680 @default.
• W2551857043 hasConceptScore W2551857043C185798385 @default.
• W2551857043 hasConceptScore W2551857043C19499675 @default.
• W2551857043 hasConceptScore W2551857043C205649164 @default.
• W2551857043 hasConceptScore W2551857043C33923547 @default.
• W2551857043 hasConceptScore W2551857043C41008148 @default.
• W2551857043 hasConceptScore W2551857043C55493867 @default.
• W2551857043 hasConceptScore W2551857043C86339819 @default.
• W2551857043 hasConceptScore W2551857043C95623464 @default.
• W2551857043 hasConceptScore W2551857043C98763669 @default.
• W2551857043 hasLocation W25518570431 @default.
• W2551857043 hasOpenAccess W2551857043 @default.
• W2551857043 hasPrimaryLocation W25518570431 @default.
• W2551857043 hasRelatedWork W1815858328 @default.
• W2551857043 hasRelatedWork W2234598170 @default.
• W2551857043 hasRelatedWork W2384341180 @default.
• W2551857043 hasRelatedWork W2517077281 @default.
• W2551857043 hasRelatedWork W2581630516 @default.
• W2551857043 hasRelatedWork W2621365674 @default.
• W2551857043 hasRelatedWork W2767029637 @default.
• W2551857043 hasRelatedWork W2776678424 @default.
• W2551857043 hasRelatedWork W2923410904 @default.
• W2551857043 hasRelatedWork W2952295663 @default.
• W2551857043 hasRelatedWork W2963779314 @default.
• W2551857043 hasRelatedWork W2979999556 @default.
• W2551857043 hasRelatedWork W3027956846 @default.
• W2551857043 hasRelatedWork W3098430511 @default.
• W2551857043 hasRelatedWork W3099498668 @default.
• W2551857043 hasRelatedWork W3127125198 @default.
• W2551857043 hasRelatedWork W3174585579 @default.
• W2551857043 hasRelatedWork W3187828479 @default.

• next