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WindowSHAP: An efficient framework for explaining time-series classifiers based on Shapley values

Amin Nayebi, Sindhu Tipirneni, Chandan K. Reddy, Brandon Foreman, Vignesh Subbian

2023Journal of Biomedical Informatics50 citationsDOIOpen Access PDF

Topics & Concepts

Computer scienceMachine learningUnpackingArtificial intelligenceSeries (stratigraphy)Time seriesComputationDomain (mathematical analysis)Sequence (biology)Data miningAlgorithmMathematicsLinguisticsBiologyPaleontologyGeneticsMathematical analysisPhilosophyMachine Learning in HealthcareExplainable Artificial Intelligence (XAI)Artificial Intelligence in Healthcare
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