Medical waveform analysis on MIMIC-III

Metric: Recall (higher is better)

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#	Model↕	Recall▼	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	0.92	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
4	K-NN	0.85	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
5	Boosted Trees	0.83	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
6	Logistic regression	0.67	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
7	Linear Discriminant	0.66	No	Early hospital mortality prediction using vital ...	2018-03-18	Code
8	Linear SVM	0.63	No	Early hospital mortality prediction using vital ...	2018-03-18	Code

#1Random ForestSOTA
0.97
Recall· 2018-03-18
Early hospital mortality prediction using vital signals Code
#2Gaussian SVM
0.96
Recall· 2018-03-18
Early hospital mortality prediction using vital signals Code
#3Decision Tree
0.92
Recall· 2018-03-18
Early hospital mortality prediction using vital signals Code
#4K-NN
0.85
Recall· 2018-03-18
Early hospital mortality prediction using vital signals Code
#5Boosted Trees
0.83
Recall· 2018-03-18
Early hospital mortality prediction using vital signals Code
#6Logistic regression
0.67
Recall· 2018-03-18
Early hospital mortality prediction using vital signals Code
#7Linear Discriminant
0.66
Recall· 2018-03-18
Early hospital mortality prediction using vital signals Code
#8Linear SVM
0.63
Recall· 2018-03-18
Early hospital mortality prediction using vital signals Code