Mortality Prediction on MIMIC-III

Metric: Precision (higher is better)

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	Random Forest	0.97	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
2	Gaussian SVM	0.95	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
3	Boosted Trees	0.91	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
4	Decision Tree	0.9	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
5	K-NN	0.8	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
6	Linear SVM	0.8	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
7	Linear Discriminant	0.78	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
8	Logistic regression	0.77	No	Early hospital mortality prediction using vital ...	2018-03-18	Code

#1Random ForestSOTA
0.97
Precision· 2018-03-18
Early hospital mortality prediction using vital signals Code
#2Gaussian SVM
0.95
Precision· 2018-03-18
Early hospital mortality prediction using vital signals Code
#3Boosted Trees
0.91
Precision· 2018-03-18
Early hospital mortality prediction using vital signals Code
#4Decision Tree
0.9
Precision· 2018-03-18
Early hospital mortality prediction using vital signals Code
#5K-NN
0.8
Precision· 2018-03-18
Early hospital mortality prediction using vital signals Code
#6Linear SVM
0.8
Precision· 2018-03-18
Early hospital mortality prediction using vital signals Code
#7Linear Discriminant
0.78
Precision· 2018-03-18
Early hospital mortality prediction using vital signals Code
#8Logistic regression
0.77
Precision· 2018-03-18
Early hospital mortality prediction using vital signals Code