Table 2.
Survival timesfor groups 1 and 2 simulated from gamma(5, 2) and gamma(1.5, 4) distributions, respectively. For group 1, left and right truncation times correctly assumed to come from a gamma(3,1) and gamma(5, 2) distribution, respectively, resulting in 54% of the observations truncated. For group 2, left and right truncation times correctly assumed to come from a gamma(1.5, 3) and gamma(12.5, 1) distribution, respectively, resulting in 53% of the observations truncated. The sample sizes are 50 and 30 for groups 1 and 2, respectively. For t = 3, 6, 9,12, we compute the bias, standard deviation (SD), and estimated standard error () of Δ12 = (t) − (t), which is the difference in survival probabilities between group 1 and group 2 at time t. The true differences between the survival probabilities at time t = 3, 6, 9, 12 are 0.30, 0.42, 0.32, 0.17, respectively.
SPMLE | NPMLE | eCDF | |||||||
---|---|---|---|---|---|---|---|---|---|
t | bias() | SD() | bias() | SD() | bias() | SD() | |||
3 | −0.01 | 0.14 | 0.14 | 0.01 | 0.15 | 0.13 | −0.16 | 0.07 | 0.04 |
6 | −0.01 | 0.13 | 0.13 | 0.00 | 0.13 | 0.13 | −0.20 | 0.11 | 0.10 |
9 | −0.01 | 0.15 | 0.14 | 0.00 | 0.15 | 0.14 | −0.21 | 0.10 | 0.09 |
12 | 0.00 | 0.16 | 0.15 | 0.00 | 0.17 | 0.13 | −0.14 | 0.06 | 0.05 |