Table 3:
Simulated data - Scenario I. True value, and Monte Carlo mean, bias and mean square error (MSE) of the posterior mean of the time-to-event model parameters for different sample sizes. The results are presented for naive fitting of AFT, PO, and PH models. In this table, the same true time-to-event model is assumed to simulate and to fit the data.
| Fitted Model |
|||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PH |
AFT |
PO |
|||||||||
| N | Parameter | True Value | Mean | Bias | MSE | Mean | Bias | MSE | Mean | Bias | MSE |
| 100 | β1 | −0.5 | −0.308 | 0.192 | 0.046564 | −0.386 | 0.114 | 0.017434 | −0.325 | 0.175 | 0.059050 |
| β2 | 1.0 | 0.686 | 0.314 | 0.129580 | 0.791 | 0.209 | 0.057670 | 0.735 | 0.265 | 0.165507 | |
| ρ | 0.2 | 0.146 | 0.054 | 0.005063 | 0.141 | 0.059 | 0.005210 | 0.144 | 0.056 | 0.005398 | |
| 200 | β1 | −0.5 | −0.312 | 0.188 | 0.040296 | −0.390 | 0.11 | 0.014599 | −0.347 | 0.153 | 0.037034 |
| β2 | 1.0 | 0.710 | 0.290 | 0.100839 | 0.798 | 0.202 | 0.048498 | 0.717 | 0.283 | 0.125007 | |
| ρ | 0.2 | 0.125 | 0.075 | 0.006762 | 0.125 | 0.075 | 0.006812 | 0.130 | 0.070 | 0.006303 | |
| 300 | β1 | −0.5 | −0.315 | 0.185 | 0.037274 | −0.386 | 0.114 | 0.014451 | −0.332 | 0.168 | 0.038471 |
| β2 | 1.0 | 0.713 | 0.287 | 0.095330 | 0.809 | 0.191 | 0.040722 | 0.687 | 0.313 | 0.128777 | |
| ρ | 0.2 | 0.120 | 0.080 | 0.007240 | 0.118 | 0.082 | 0.007573 | 0.122 | 0.078 | 0.006896 | |