Matches in SemOpenAlex for { <https://semopenalex.org/work/W4309206502> ?p ?o ?g. }
Showing items 1 to 60 of
60
with 100 items per page.
- W4309206502 abstract "<p>Explainable Artificial Intelligence (XAI) research focuses on effective explanation techniques to understand and build AI models with trust, reliability, safety, and fairness. Feature importance explanation summarizes feature contributions for end-users to make model decisions. However, XAI methods may produce varied summaries that lead to further analysis to evaluate the consistency across multiple XAI methods on the same model and data set. This paper defines metrics to measure the consistency of feature contribution explanation summaries under feature importance order and saliency map. Driven by these consistency metrics, we develop an XAI process oriented on the XAI criterion of feature importance, which performs a systematical selection of XAI techniques and evaluation of explanation consistency. We demonstrate the process development involving twelve XAI methods on three topics, including a search ranking system, code vulnerability detection and image classification. Our contribution is a practical and systematic process with defined consistency metrics to produce rigorous feature contribution explanations.</p>" @default.
- W4309206502 created "2022-11-24" @default.
- W4309206502 creator A5016749065 @default.
- W4309206502 creator A5044015072 @default.
- W4309206502 creator A5076432970 @default.
- W4309206502 creator A5083910490 @default.
- W4309206502 date "2022-12-12" @default.
- W4309206502 modified "2023-10-16" @default.
- W4309206502 title "The Analysis and Development of an XAI Process on Feature Contribution Explanation" @default.
- W4309206502 doi "https://doi.org/10.36227/techrxiv.21545478" @default.
- W4309206502 hasPublicationYear "2022" @default.
- W4309206502 type Work @default.
- W4309206502 citedByCount "0" @default.
- W4309206502 crossrefType "posted-content" @default.
- W4309206502 hasAuthorship W4309206502A5016749065 @default.
- W4309206502 hasAuthorship W4309206502A5044015072 @default.
- W4309206502 hasAuthorship W4309206502A5076432970 @default.
- W4309206502 hasAuthorship W4309206502A5083910490 @default.
- W4309206502 hasBestOaLocation W43092065021 @default.
- W4309206502 hasConcept C111919701 @default.
- W4309206502 hasConcept C124101348 @default.
- W4309206502 hasConcept C138885662 @default.
- W4309206502 hasConcept C148483581 @default.
- W4309206502 hasConcept C154945302 @default.
- W4309206502 hasConcept C189430467 @default.
- W4309206502 hasConcept C23123220 @default.
- W4309206502 hasConcept C2776401178 @default.
- W4309206502 hasConcept C2776436953 @default.
- W4309206502 hasConcept C41008148 @default.
- W4309206502 hasConcept C41895202 @default.
- W4309206502 hasConcept C98045186 @default.
- W4309206502 hasConceptScore W4309206502C111919701 @default.
- W4309206502 hasConceptScore W4309206502C124101348 @default.
- W4309206502 hasConceptScore W4309206502C138885662 @default.
- W4309206502 hasConceptScore W4309206502C148483581 @default.
- W4309206502 hasConceptScore W4309206502C154945302 @default.
- W4309206502 hasConceptScore W4309206502C189430467 @default.
- W4309206502 hasConceptScore W4309206502C23123220 @default.
- W4309206502 hasConceptScore W4309206502C2776401178 @default.
- W4309206502 hasConceptScore W4309206502C2776436953 @default.
- W4309206502 hasConceptScore W4309206502C41008148 @default.
- W4309206502 hasConceptScore W4309206502C41895202 @default.
- W4309206502 hasConceptScore W4309206502C98045186 @default.
- W4309206502 hasLocation W43092065021 @default.
- W4309206502 hasLocation W43092065022 @default.
- W4309206502 hasOpenAccess W4309206502 @default.
- W4309206502 hasPrimaryLocation W43092065021 @default.
- W4309206502 hasRelatedWork W1582278820 @default.
- W4309206502 hasRelatedWork W1601713026 @default.
- W4309206502 hasRelatedWork W1660214370 @default.
- W4309206502 hasRelatedWork W2021689839 @default.
- W4309206502 hasRelatedWork W2081588916 @default.
- W4309206502 hasRelatedWork W2103235295 @default.
- W4309206502 hasRelatedWork W2335663899 @default.
- W4309206502 hasRelatedWork W2806877302 @default.
- W4309206502 hasRelatedWork W2921507169 @default.
- W4309206502 hasRelatedWork W3107936762 @default.
- W4309206502 isParatext "false" @default.
- W4309206502 isRetracted "false" @default.
- W4309206502 workType "article" @default.