FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3172745702> ?p ?o ?g. }

• W3172745702 abstract "Bipartite ranking, which aims to learn a scoring function that ranks positive individuals higher than negative ones from labeled data, is widely adopted in various applications where sample prioritization is needed. Recently, there have been rising concerns on whether the learned scoring function can cause systematic disparity across different protected groups defined by sensitive attributes. While there could be trade-off between fairness and performance, in this paper we propose a model agnostic post-processing framework for balancing them in the bipartite ranking scenario. Specifically, we maximize a weighted sum of the utility and fairness by directly adjusting the relative ordering of samples across groups. By formulating this problem as the identification of an optimal warping path across different protected groups, we propose a non-parametric method to search for such an optimal path through a dynamic programming process. Our method is compatible with various classification models and applicable to a variety of ranking fairness metrics. Comprehensive experiments on a suite of benchmark data sets and two real-world patient electronic health record repositories show that our method can achieve a great balance between the algorithm utility and ranking fairness. Furthermore, we experimentally verify the robustness of our method when faced with the fewer training samples and the difference between training and testing ranking score distributions." @default.
• W3172745702 created "2021-06-22" @default.
• W3172745702 creator A5065063835 @default.
• W3172745702 creator A5068293793 @default.
• W3172745702 creator A5069563876 @default.
• W3172745702 creator A5086529957 @default.
• W3172745702 date "2020-06-15" @default.
• W3172745702 modified "2023-10-17" @default.
• W3172745702 title "Towards Model-Agnostic Post-Hoc Adjustment for Balancing Ranking Fairness and Algorithm Utility" @default.
• W3172745702 cites W1453222892 @default.
• W3172745702 cites W1543278958 @default.
• W3172745702 cites W1559060276 @default.
• W3172745702 cites W1987463134 @default.
• W3172745702 cites W2014352947 @default.
• W3172745702 cites W2040825624 @default.
• W3172745702 cites W2097246321 @default.
• W3172745702 cites W2107890099 @default.
• W3172745702 cites W2116666691 @default.
• W3172745702 cites W2140396673 @default.
• W3172745702 cites W2153863985 @default.
• W3172745702 cites W2157825442 @default.
• W3172745702 cites W2162670686 @default.
• W3172745702 cites W2396881363 @default.
• W3172745702 cites W2522104760 @default.
• W3172745702 cites W2530395818 @default.
• W3172745702 cites W2540757487 @default.
• W3172745702 cites W2544318541 @default.
• W3172745702 cites W2558430786 @default.
• W3172745702 cites W2704480242 @default.
• W3172745702 cites W2725155646 @default.
• W3172745702 cites W2787991113 @default.
• W3172745702 cites W2788416960 @default.
• W3172745702 cites W2791170418 @default.
• W3172745702 cites W2891400669 @default.
• W3172745702 cites W2949200088 @default.
• W3172745702 cites W2962750142 @default.
• W3172745702 cites W2963116854 @default.
• W3172745702 cites W2963189767 @default.
• W3172745702 cites W2963223295 @default.
• W3172745702 cites W2963917042 @default.
• W3172745702 cites W2963919086 @default.
• W3172745702 cites W2963940658 @default.
• W3172745702 cites W2964023221 @default.
• W3172745702 cites W2964031043 @default.
• W3172745702 cites W2971071571 @default.
• W3172745702 cites W2971300654 @default.
• W3172745702 cites W2997398218 @default.
• W3172745702 cites W3007303805 @default.
• W3172745702 cites W3093910175 @default.
• W3172745702 cites W3101973032 @default.
• W3172745702 doi "https://doi.org/10.48550/arxiv.2006.08267" @default.
• W3172745702 hasPublicationYear "2020" @default.
• W3172745702 type Work @default.
• W3172745702 sameAs 3172745702 @default.
• W3172745702 citedByCount "1" @default.
• W3172745702 countsByYear W31727457022021 @default.
• W3172745702 crossrefType "posted-content" @default.
• W3172745702 hasAuthorship W3172745702A5065063835 @default.
• W3172745702 hasAuthorship W3172745702A5068293793 @default.
• W3172745702 hasAuthorship W3172745702A5069563876 @default.
• W3172745702 hasAuthorship W3172745702A5086529957 @default.
• W3172745702 hasBestOaLocation W31727457021 @default.
• W3172745702 hasConcept C104317684 @default.
• W3172745702 hasConcept C11413529 @default.
• W3172745702 hasConcept C119857082 @default.
• W3172745702 hasConcept C124101348 @default.
• W3172745702 hasConcept C124975894 @default.
• W3172745702 hasConcept C13280743 @default.
• W3172745702 hasConcept C154945302 @default.
• W3172745702 hasConcept C185592680 @default.
• W3172745702 hasConcept C185798385 @default.
• W3172745702 hasConcept C189430467 @default.
• W3172745702 hasConcept C205649164 @default.
• W3172745702 hasConcept C41008148 @default.
• W3172745702 hasConcept C55439883 @default.
• W3172745702 hasConcept C55493867 @default.
• W3172745702 hasConcept C63479239 @default.
• W3172745702 hasConceptScore W3172745702C104317684 @default.
• W3172745702 hasConceptScore W3172745702C11413529 @default.
• W3172745702 hasConceptScore W3172745702C119857082 @default.
• W3172745702 hasConceptScore W3172745702C124101348 @default.
• W3172745702 hasConceptScore W3172745702C124975894 @default.
• W3172745702 hasConceptScore W3172745702C13280743 @default.
• W3172745702 hasConceptScore W3172745702C154945302 @default.
• W3172745702 hasConceptScore W3172745702C185592680 @default.
• W3172745702 hasConceptScore W3172745702C185798385 @default.
• W3172745702 hasConceptScore W3172745702C189430467 @default.
• W3172745702 hasConceptScore W3172745702C205649164 @default.
• W3172745702 hasConceptScore W3172745702C41008148 @default.
• W3172745702 hasConceptScore W3172745702C55439883 @default.
• W3172745702 hasConceptScore W3172745702C55493867 @default.
• W3172745702 hasConceptScore W3172745702C63479239 @default.
• W3172745702 hasLocation W31727457021 @default.
• W3172745702 hasOpenAccess W3172745702 @default.
• W3172745702 hasPrimaryLocation W31727457021 @default.
• W3172745702 hasRelatedWork W151108041 @default.
• W3172745702 hasRelatedWork W1527260130 @default.
• W3172745702 hasRelatedWork W1786507113 @default.
• W3172745702 hasRelatedWork W2021630848 @default.
• W3172745702 hasRelatedWork W2039826537 @default.

• next