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This project aims to predict heart failure outcomes by applying statistical learning algorithms. The goal is to improve the prediction accuracy through the SuperLearner algorithm.

License: GNU General Public License v2.0

R 100.00%
accuracy-metrics classification-algorithm glm glmnet k-fold-cross-validation machine-learning nnet parallel-computing polymars prediction-model r random-forest-classifier ranger statistical-learning superlearner svm-classifier xgboost-classifier bayesglm shap-values

heart_failure_prediction's Introduction

Heart_Failure_Prediction

The project involves data preprocessing, visualization of outliers, model training, and evaluation using cross-validation.
The performance of individual models, such as Random Forest, GLMNet, and XGBoost, is assessed, and their variable importance is analyzed.
The combined model's accuracy is evaluated and compared to the base models.

License

Copyright 2024 Mattia Bennati
Licensed under the GNU GPL V2: https://www.gnu.org/licenses/old-licenses/gpl-2.0.html

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