Matches in SemOpenAlex for { <https://semopenalex.org/work/W1876396543> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W1876396543 abstract "We provide a general theoretical analysis of expected out-of-sample utility, also referred to as decision-theoretic classification, for non-decomposable binary classification metrics such as F-measure and Jaccard coefficient. Our key result is that the expected out-of-sample utility for many performance metrics is provably optimized by a classifier which is equivalent to a signed thresholding of the conditional probability of the positive class. Our analysis bridges a gap in the literature on binary classification, revealed in light of recent results for non-decomposable metrics in population utility maximization style classification. Our results identify checkable properties of a performance metric which are sufficient to guarantee a probability ranking principle. We propose consistent estimators for optimal expected out-of-sample classification. As a consequence of the probability ranking principle, computational requirements can be reduced from exponential to cubic complexity in the general case, and further reduced to quadratic complexity in special cases. We provide empirical results on simulated and benchmark datasets evaluating the performance of the proposed algorithms for decision-theoretic classification and comparing them to baseline and state-of-the-art methods in population utility maximization for non-decomposable metrics." @default.
- W1876396543 created "2016-06-24" @default.
- W1876396543 creator A5017175274 @default.
- W1876396543 creator A5053209283 @default.
- W1876396543 creator A5063459703 @default.
- W1876396543 creator A5076316802 @default.
- W1876396543 date "2015-05-07" @default.
- W1876396543 modified "2023-09-27" @default.
- W1876396543 title "Optimal Decision-Theoretic Classification Using Non-Decomposable Performance Metrics" @default.
- W1876396543 cites W1647645866 @default.
- W1876396543 cites W1758941703 @default.
- W1876396543 cites W1981760905 @default.
- W1876396543 cites W2004158585 @default.
- W1876396543 cites W2018187659 @default.
- W1876396543 cites W2052448032 @default.
- W1876396543 cites W2070771761 @default.
- W1876396543 cites W2085989833 @default.
- W1876396543 cites W2104144433 @default.
- W1876396543 cites W2109689843 @default.
- W1876396543 cites W2118978333 @default.
- W1876396543 cites W2122770142 @default.
- W1876396543 cites W2127570136 @default.
- W1876396543 cites W2131123062 @default.
- W1876396543 cites W2153962014 @default.
- W1876396543 cites W2621384249 @default.
- W1876396543 hasPublicationYear "2015" @default.
- W1876396543 type Work @default.
- W1876396543 sameAs 1876396543 @default.
- W1876396543 citedByCount "1" @default.
- W1876396543 countsByYear W18763965432021 @default.
- W1876396543 crossrefType "posted-content" @default.
- W1876396543 hasAuthorship W1876396543A5017175274 @default.
- W1876396543 hasAuthorship W1876396543A5053209283 @default.
- W1876396543 hasAuthorship W1876396543A5063459703 @default.
- W1876396543 hasAuthorship W1876396543A5076316802 @default.
- W1876396543 hasConcept C105795698 @default.
- W1876396543 hasConcept C119857082 @default.
- W1876396543 hasConcept C12267149 @default.
- W1876396543 hasConcept C126255220 @default.
- W1876396543 hasConcept C144024400 @default.
- W1876396543 hasConcept C149923435 @default.
- W1876396543 hasConcept C153180895 @default.
- W1876396543 hasConcept C154945302 @default.
- W1876396543 hasConcept C162324750 @default.
- W1876396543 hasConcept C176217482 @default.
- W1876396543 hasConcept C185429906 @default.
- W1876396543 hasConcept C189430467 @default.
- W1876396543 hasConcept C203519979 @default.
- W1876396543 hasConcept C21547014 @default.
- W1876396543 hasConcept C2776330181 @default.
- W1876396543 hasConcept C2908647359 @default.
- W1876396543 hasConcept C33923547 @default.
- W1876396543 hasConcept C41008148 @default.
- W1876396543 hasConcept C66905080 @default.
- W1876396543 hasConceptScore W1876396543C105795698 @default.
- W1876396543 hasConceptScore W1876396543C119857082 @default.
- W1876396543 hasConceptScore W1876396543C12267149 @default.
- W1876396543 hasConceptScore W1876396543C126255220 @default.
- W1876396543 hasConceptScore W1876396543C144024400 @default.
- W1876396543 hasConceptScore W1876396543C149923435 @default.
- W1876396543 hasConceptScore W1876396543C153180895 @default.
- W1876396543 hasConceptScore W1876396543C154945302 @default.
- W1876396543 hasConceptScore W1876396543C162324750 @default.
- W1876396543 hasConceptScore W1876396543C176217482 @default.
- W1876396543 hasConceptScore W1876396543C185429906 @default.
- W1876396543 hasConceptScore W1876396543C189430467 @default.
- W1876396543 hasConceptScore W1876396543C203519979 @default.
- W1876396543 hasConceptScore W1876396543C21547014 @default.
- W1876396543 hasConceptScore W1876396543C2776330181 @default.
- W1876396543 hasConceptScore W1876396543C2908647359 @default.
- W1876396543 hasConceptScore W1876396543C33923547 @default.
- W1876396543 hasConceptScore W1876396543C41008148 @default.
- W1876396543 hasConceptScore W1876396543C66905080 @default.
- W1876396543 hasLocation W18763965431 @default.
- W1876396543 hasOpenAccess W1876396543 @default.
- W1876396543 hasPrimaryLocation W18763965431 @default.
- W1876396543 hasRelatedWork W1572386387 @default.
- W1876396543 hasRelatedWork W1973837973 @default.
- W1876396543 hasRelatedWork W1982346697 @default.
- W1876396543 hasRelatedWork W2109689843 @default.
- W1876396543 hasRelatedWork W2408114203 @default.
- W1876396543 hasRelatedWork W2417142033 @default.
- W1876396543 hasRelatedWork W2752948934 @default.
- W1876396543 hasRelatedWork W2803642127 @default.
- W1876396543 hasRelatedWork W2886129097 @default.
- W1876396543 hasRelatedWork W2890767333 @default.
- W1876396543 hasRelatedWork W2922477715 @default.
- W1876396543 hasRelatedWork W2949487022 @default.
- W1876396543 hasRelatedWork W2950664378 @default.
- W1876396543 hasRelatedWork W2952992114 @default.
- W1876396543 hasRelatedWork W2963185791 @default.
- W1876396543 hasRelatedWork W2971325325 @default.
- W1876396543 hasRelatedWork W2991274409 @default.
- W1876396543 hasRelatedWork W3028888589 @default.
- W1876396543 hasRelatedWork W3098381994 @default.
- W1876396543 hasRelatedWork W3124708292 @default.
- W1876396543 isParatext "false" @default.
- W1876396543 isRetracted "false" @default.
- W1876396543 magId "1876396543" @default.
- W1876396543 workType "article" @default.