Table 2 Results of the comparative experiments of six models on five public datasets. Per dataset, the best performing model (bold) and the models within the 95% CI of the best performing model (italics) are highlighted
From: Bayesian parametric models for survival prediction in medical applications
Characteristic | CoxPH, N = 47a | DeepSurv, N = 47a | BPS Exp, N = 47a | BPS Wb, N = 47a | BPS Wb NN, N = 47a | RSF, N = 47a |
|---|---|---|---|---|---|---|
ACTG | ||||||
C-Index | 0.754 [0.731—0.778] | 0.714 [0.691—0.739] | 0.739 [0.715—0.763] | 0.745 [0.718—0.776] | 0.748 [0.724—0.770] | 0.729 [0.704—0.751] |
GBCS | ||||||
C-Index | 0.736 [0.715—0.757] | 0.731 [0.711—0.751] | 0.737 [0.721—0.756] | 0.735 [0.719—0.751] | 0.735 [0.718—0.753] | 0.737 [0.718—0.756] |
PBC | ||||||
C-Index | 0.820 [0.801—0.838] | 0.813 [0.796—0.829] | 0.825 [0.808—0.845] | 0.824 [0.805—0.843] | 0.842 [0.825—0.858] | 0.832 [0.814—0.851] |
Veteran | ||||||
C-Index | 0.709 [0.692—0.727] | 0.699 [0.674—0.724] | 0.700 [0.668—0.731] | 0.696 [0.665—0.729] | 0.704 [0.678—0.730] | 0.693 [0.671—0.715] |
WHAS | ||||||
C-Index | 0.817 [0.790—0.843] | 0.825 [0.804—0.845] | 0.828 [0.806—0.850] | 0.832 [0.811—0.853] | 0.834 [0.814—0.853] | 0.821 [0.794—0.848] |