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LLpowershap: logistic loss-based automated Shapley values feature selection method

Abstract Background Shapley values have been used extensively in machine learning, not only to explain black box machine learning models, but among other tasks, also to conduct model debugging, sensitivity and fairness analyses and to select important features for robust modelling and for further fo...

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Bibliografische Detailangaben
Hauptverfasser: Iqbal Madakkatel, Elina Hyppönen
Format: Artigo
Sprache:Inglês
Veröffentlicht: BMC 2024-10-01
Schriftenreihe:BMC Medical Research Methodology
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Online-Zugang:https://doi.org/10.1186/s12874-024-02370-8
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