A unified approach to interpreting model predictions. Highlights • An integrated framework for AKI prediction and interpretation is presented. (2017). A Unified Approach to Interpreting Model Predictions.pdf Machine learning for understanding and predicting neurodevelopmental ... Springer, New York. [Submitted on 22 May 2017 ( v1 ), last revised 25 Nov 2017 (this version, v2)] A Unified Approach to Interpreting Model Predictions Scott Lundberg, Su-In Lee Understanding why a model makes a certain prediction can be as crucial as the prediction's accuracy in many applications. A Unified Approach to Interpreting Model Predictions Scott M. Lundberg, Su-In Lee Published 22 May 2017 Computer Science ArXiv Understanding why a model makes a certain prediction can be as crucial as the prediction's accuracy in many applications. SHAP assigns each feature an importance value for a particular prediction. 2017 AUnifiedApproachtoInterpretingM - GM-RKB Subject Headings: Predictive Model Interpretation System, SHAP (SHapley Additive exPlanations), Shapley Value. Home; Our Services; Recent Work; About us; Contact us A Unified Approach to Interpreting Model Predictions Home; Race Details; Course Info. A Unified Approach to Interpreting Model Predictions Consistent Individualized . roasted fennel and brussel sprouts; zara block heel vinyl sandals; family need method calculator; minute maid pink lemonade nutrition facts; We discover and prove the negative . However, the highest accuracy for large modern datasets is often achieved by complex models that even experts struggle to interpret, such as ensemble or deep . {"status":"ok","message-type":"work","message-version":"1..0","message":{"indexed":{"date-parts":[[2022,5,21]],"date-time":"2022-05-21T13:11:38Z","timestamp . . To address this problem, we present a unified framework for interpreting predictions, SHAP (SHapley Additive exPlanations). "Consistent individualized feature attribution for tree ensembles." arXiv preprint arXiv:1802.03888 (2018).↩︎ A unified approach to interpreting model predictions. a unified approach to interpreting model predictions bibtex