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xgboost  (Nonlinear Dynamics)

 
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    Nonlinear Dynamics xgboost
    Xgboost, supplied by Nonlinear Dynamics, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/xgboost/10__1007_slash_s10844___025___01015___6-46-4-27?v=Nonlinear+Dynamics
    Average 86 stars, based on 1 article reviews
    xgboost - by Bioz Stars, 2026-06
    86/100 stars

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    XGBoost and SHAP modeling of clearance parameter for the Reference scenario; a. beeswarm plot of SHAP values and b. BorutaShap boxplot.

    Journal: CPT: Pharmacometrics & Systems Pharmacology

    Article Title: Stochastic Gates for Covariate Selection in Population Pharmacokinetics Modeling

    doi: 10.1002/psp4.70147

    Figure Lengend Snippet: XGBoost and SHAP modeling of clearance parameter for the Reference scenario; a. beeswarm plot of SHAP values and b. BorutaShap boxplot.

    Article Snippet: In Ogami C et al. 2021 [ ], an artificial neural network (NN) was used to model individual random effects based on covariates, with SHAP (SHapley Additive exPlanations) [ ] values employed to explain the model. Janssen A et al. 2022 [ ] employed an XGBoost [ ] model instead of a NN.

    Techniques: