Medical waveform analysis on MIMIC-III

Metric: F1 score (higher is better)

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#	Model↕	F1 score▼	Augmentations	Paper	Date↕	Code
1	Random Forest	0.97	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
2	Gaussian SVM	0.96	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
3	Decision Tree	0.91	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
4	Boosted Trees	0.87	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
5	K-NN	0.82	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
6	Logistic regression	0.72	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
7	Linear Discriminant	0.71	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
8	Linear SVM	0.7	No	Early hospital mortality prediction using vital ...	2018-03-18	Code

#1Random ForestSOTA
0.97
F1 score· 2018-03-18
Early hospital mortality prediction using vital signals Code
#2Gaussian SVM
0.96
F1 score· 2018-03-18
Early hospital mortality prediction using vital signals Code
#3Decision Tree
0.91
F1 score· 2018-03-18
Early hospital mortality prediction using vital signals Code
#4Boosted Trees
0.87
F1 score· 2018-03-18
Early hospital mortality prediction using vital signals Code
#5K-NN
0.82
F1 score· 2018-03-18
Early hospital mortality prediction using vital signals Code
#6Logistic regression
0.72
F1 score· 2018-03-18
Early hospital mortality prediction using vital signals Code
#7Linear Discriminant
0.71
F1 score· 2018-03-18
Early hospital mortality prediction using vital signals Code
#8Linear SVM
0.7
F1 score· 2018-03-18
Early hospital mortality prediction using vital signals Code