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. Author manuscript; available in PMC: 2011 Feb 6.
Published in final edited form as: J Stat Comput Simul. 2009 Oct 1;79(10):1245–1257. doi: 10.1080/00949650802255618

Table 2.

Comparison of imputation methods for the Kaplan–Meier estimator with heavy interval censoring.

Imputation Years after HIV infection
2.5 5 7.5 10
S(t) = 0.9394 0.7788 0.5698 0.3679
Bias ×102
EXACT 0.00 (0.05) −0.05 (0.05) 0.01 (−0.02) −0.16 (−0.07)
RIGHT 18.85 (13.92) 21.31 (16.85) 18.97 (15.63) 14.23 (11.98)
MID −0.22 (−3.30) 0.26 (−11.55) −0.65 (−21.11) −1.59 (−25.46)
MEAN −0.15 (−2.17) 0.02 (−4.71) −1.12 (−7.29) −1.99 (−7.61)
MEDIAN 0.43 (−0.95) 0.09 (−2.63) −1.26 (−4.62) −2.28 (−5.08)
MODE 2.29 (2.75) 0.89 (1.37) −1.35 (−1.24) −2.95 (−3.13)
RAND 2.42 (0.43) 1.16 (−2.73) −1.02 (−6.18) −2.91 (−7.91)
MI 2.44 (0.54) 1.12 (−2.77) −1.15 (−6.27) −2.87 (−8.01)
MSE ×102
EXACT 0.03 (0.03) 0.09 (0.09) 0.14 (0.13) 0.13 (0.12)
RIGHT 3.65 (2.02) 4.68 (2.97) 3.73 (2.57) 2.12 (1.54)
MID 0.03 (0.12) 0.08 (1.38) 0.14 (4.52) 0.16 (6.58)
MEAN 0.03 (0.07) 0.09 (0.30) 0.15 (0.67) 0.18 (0.72)
MEDIAN 0.03 (0.04) 0.09 (0.17) 0.15 (0.36) 0.19 (0.41)
MODE 0.10 (0.15) 0.12 (0.27) 0.19 (0.46) 0.25 (0.62)
RAND 0.10 (0.03) 0.10 (0.16) 0.15 (0.51) 0.22 (0.77)
MI 0.08 (0.02) 0.08 (0.14) 0.12 (0.50) 0.19 (0.75)
Coverage probability of 95% EBCI
RIGHT 0.0 (0.0) 0.0 (0.1) 0.1 (0.9) 1.2 (5.1)
MID 91.7 (22.8) 94.7 (0.1) 92.3 (0.0) 90.7 (0.0)
MEAN 97.8 (70.2) 96.3 (62.3) 93.6 (47.8) 90.2 (45.4)
MEDIAN 99.2 (94.6) 97.6 (86.2) 94.0 (76.1) 90.6 (72.0)
MODE 96.3 (99.7) 99.0 (99.8) 98.0 (99.2) 93.3 (98.5)
RAND 89.7 (98.9) 97.3 (85.2) 95.3 (56.5) 88.3 (38.6)
MI 74.3 (93.8) 94.6 (81.8) 92.2 (51.4) 84.4 (33.1)

Note: Numbers not in parenthesis are based on GA setting; numbers in parenthesis are based on GB setting. Sample size n = 200, 1000 simulated data sets, and 1000 bootstraps per simulated dataset.