Early hospital mortality prediction using vital signals

Benchmark Model Rank Results
mortality-prediction-on-mimic-iiiRandom Forest#1F1 score: 0.97Precision: 0.97Recall: 0.97
mortality-prediction-on-mimic-iiiGaussian SVM#2F1 score: 0.96Precision: 0.95Recall: 0.96
mortality-prediction-on-mimic-iiiDecision Tree#3F1 score: 0.91Precision: 0.90Recall: 0.92
mortality-prediction-on-mimic-iiiBoosted Trees#4F1 score: 0.87Precision: 0.91Recall: 0.83
mortality-prediction-on-mimic-iiiK-NN#5F1 score: 0.82Precision: 0.80Recall: 0.85
mortality-prediction-on-mimic-iiiLogistic regression#6F1 score: 0.72Precision: 0.77Recall: 0.67
mortality-prediction-on-mimic-iiiLinear Discriminant#7F1 score: 0.71Precision: 0.78Recall: 0.66
mortality-prediction-on-mimic-iiiLinear SVM#8F1 score: 0.70Precision: 0.80Recall: 0.63