Matches in SemOpenAlex for { <https://semopenalex.org/work/W4367358065> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W4367358065 endingPage "502" @default.
- W4367358065 startingPage "493" @default.
- W4367358065 abstract "Detection of anomalies in regular visual patterns is a severely complex and challenging problem of machine learning and computer vision. For outlier detection, ensembles are considered to outperform individual outlier detection methods. However, due to several open challenges, ensembles may make the results biased toward some particular groups. In this paper, we address the task of inducing group fairness in the outputs of outlier detection ensembles. We propose a rank-based post-processing method for multiple multi-valued sensitive attributes using Kruskal–Wallis H test. The effectiveness of the proposed method is demonstrated through extensive empirical analysis on five benchmark datasets and using a variety of ensemble methods. We analyze the trade-off between performance and fairness and illustrate that the proposed method achieves significant improvement in group fairness; the performance results are comparable." @default.
- W4367358065 created "2023-04-30" @default.
- W4367358065 creator A5059958820 @default.
- W4367358065 creator A5080821746 @default.
- W4367358065 date "2023-01-01" @default.
- W4367358065 modified "2023-10-01" @default.
- W4367358065 title "Group Fairness in Outlier Detection Ensembles" @default.
- W4367358065 cites W1584412742 @default.
- W4367358065 cites W2041184937 @default.
- W4367358065 cites W2041282815 @default.
- W4367358065 cites W2097714558 @default.
- W4367358065 cites W2099419573 @default.
- W4367358065 cites W2100960835 @default.
- W4367358065 cites W2101549186 @default.
- W4367358065 cites W2129281431 @default.
- W4367358065 cites W2144182447 @default.
- W4367358065 cites W2249382963 @default.
- W4367358065 cites W2788241675 @default.
- W4367358065 cites W2809161969 @default.
- W4367358065 cites W2963392941 @default.
- W4367358065 cites W2966559104 @default.
- W4367358065 cites W3005040148 @default.
- W4367358065 cites W3049447432 @default.
- W4367358065 cites W309312769 @default.
- W4367358065 cites W3137655554 @default.
- W4367358065 doi "https://doi.org/10.1007/978-981-19-7892-0_39" @default.
- W4367358065 hasPublicationYear "2023" @default.
- W4367358065 type Work @default.
- W4367358065 citedByCount "0" @default.
- W4367358065 crossrefType "book-chapter" @default.
- W4367358065 hasAuthorship W4367358065A5059958820 @default.
- W4367358065 hasAuthorship W4367358065A5080821746 @default.
- W4367358065 hasConcept C114614502 @default.
- W4367358065 hasConcept C119857082 @default.
- W4367358065 hasConcept C124101348 @default.
- W4367358065 hasConcept C127413603 @default.
- W4367358065 hasConcept C13280743 @default.
- W4367358065 hasConcept C136197465 @default.
- W4367358065 hasConcept C153180895 @default.
- W4367358065 hasConcept C154945302 @default.
- W4367358065 hasConcept C164226766 @default.
- W4367358065 hasConcept C185798385 @default.
- W4367358065 hasConcept C201995342 @default.
- W4367358065 hasConcept C205649164 @default.
- W4367358065 hasConcept C2780451532 @default.
- W4367358065 hasConcept C33923547 @default.
- W4367358065 hasConcept C41008148 @default.
- W4367358065 hasConcept C45942800 @default.
- W4367358065 hasConcept C739882 @default.
- W4367358065 hasConcept C79337645 @default.
- W4367358065 hasConceptScore W4367358065C114614502 @default.
- W4367358065 hasConceptScore W4367358065C119857082 @default.
- W4367358065 hasConceptScore W4367358065C124101348 @default.
- W4367358065 hasConceptScore W4367358065C127413603 @default.
- W4367358065 hasConceptScore W4367358065C13280743 @default.
- W4367358065 hasConceptScore W4367358065C136197465 @default.
- W4367358065 hasConceptScore W4367358065C153180895 @default.
- W4367358065 hasConceptScore W4367358065C154945302 @default.
- W4367358065 hasConceptScore W4367358065C164226766 @default.
- W4367358065 hasConceptScore W4367358065C185798385 @default.
- W4367358065 hasConceptScore W4367358065C201995342 @default.
- W4367358065 hasConceptScore W4367358065C205649164 @default.
- W4367358065 hasConceptScore W4367358065C2780451532 @default.
- W4367358065 hasConceptScore W4367358065C33923547 @default.
- W4367358065 hasConceptScore W4367358065C41008148 @default.
- W4367358065 hasConceptScore W4367358065C45942800 @default.
- W4367358065 hasConceptScore W4367358065C739882 @default.
- W4367358065 hasConceptScore W4367358065C79337645 @default.
- W4367358065 hasLocation W43673580651 @default.
- W4367358065 hasOpenAccess W4367358065 @default.
- W4367358065 hasPrimaryLocation W43673580651 @default.
- W4367358065 hasRelatedWork W2029968811 @default.
- W4367358065 hasRelatedWork W2115406588 @default.
- W4367358065 hasRelatedWork W2230433129 @default.
- W4367358065 hasRelatedWork W2390515779 @default.
- W4367358065 hasRelatedWork W2606848831 @default.
- W4367358065 hasRelatedWork W2998615029 @default.
- W4367358065 hasRelatedWork W3104534434 @default.
- W4367358065 hasRelatedWork W3153838899 @default.
- W4367358065 hasRelatedWork W4285741730 @default.
- W4367358065 hasRelatedWork W4367358065 @default.
- W4367358065 isParatext "false" @default.
- W4367358065 isRetracted "false" @default.
- W4367358065 workType "book-chapter" @default.