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. 2019 Dec 17;19(Suppl 8):259. doi: 10.1186/s12911-019-0985-7

Table 6.

Comparative results of various representation learning methods using different classifiers for mortality prediction

SVM RF GBDT KNN LR NB
PCA 0.602 0.538 0.654 0.566 0.561 0.481
k-means 0.628 0.565 0.570 0.527 0.642 0.500
GMM 0.602 0.637 0.735 0.561 0.649 0.502
RNN-DAE 0.783 0.611 0.697 0.598 0.694 0.516
Hand 0.608 0.637 0.737 0.561 0.649 0.502

The results are measured by AUC