TABLE 1.
α1 | α2 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
N | Bias | SD | SE | CP | Bias | SD | SE | CP | Mean | SD | |
g(t) = exp(t) | |||||||||||
S1. Linear case | |||||||||||
GMRL | 2000 | 0.001 | 0.082 | 0.088 | 95.8 | 0.006 | 0.086 | 0.088 | 95.0 | 6.90 | 3.07 |
PLSI GMRL | 2000 | 0.001 | 0.082 | 0.088 | 96.0 | 0.006 | 0.086 | 0.089 | 95.2 | 7.41 | 3.38 |
GMRL | 4000 | 0.001 | 0.063 | 0.062 | 94.2 | 0.001 | 0.062 | 0.062 | 95.6 | 4.74 | 1.93 |
PLSI GMRL | 4000 | 0.001 | 0.063 | 0.062 | 94.4 | 0.001 | 0.062 | 0.062 | 96.0 | 4.87 | 1.96 |
S2. Sine curve case | |||||||||||
GMRL | 2000 | −0.001 | 0.084 | 0.080 | 93.4 | 0.003 | 0.078 | 0.081 | 96.4 | 3.63 | 1.53 |
PLSI GMRL | 2000 | 0.003 | 0.083 | 0.079 | 93.2 | 0.003 | 0.076 | 0.079 | 93.2 | 3.21 | 1.30 |
GMRL | 4000 | 0.003 | 0.056 | 0.056 | 94.8 | −0.005 | 0.058 | 0.057 | 94.4 | 2.60 | 1.12 |
PLSI GMRL | 4000 | 0.003 | 0.055 | 0.055 | 95.4 | −0.005 | 0.057 | 0.056 | 93.8 | 2.31 | 0.98 |
S3. Quadratic case | |||||||||||
GMRL | 2000 | −0.005 | 0.088 | 0.087 | 95.8 | −0.005 | 0.087 | 0.087 | 95.0 | 75.67 | 31.17 |
PLSI GMRL | 2000 | −0.004 | 0.088 | 0.086 | 95.2 | −0.008 | 0.087 | 0.086 | 94.8 | 11.43 | 5.20 |
GMRL | 4000 | −0.001 | 0.062 | 0.061 | 93.2 | −0.004 | 0.063 | 0.061 | 94.6 | 72.02 | 30.85 |
PLSI GMRL | 4000 | 0.001 | 0.061 | 0.060 | 94.2 | −0.005 | 0.062 | 0.061 | 93.6 | 8.01 | 3.58 |
g(t) = t | |||||||||||
S1. Linear case | |||||||||||
GMRL | 2000 | 0.002 | 0.107 | 0.103 | 93.3 | −0.010 | 0.108 | 0.103 | 94.1 | 9.77 | 4.15 |
PLSI GMRL | 2000 | 0.002 | 0.107 | 0.103 | 92.7 | −0.011 | 0.108 | 0.103 | 93.7 | 10.76 | 4.99 |
GMRL | 4000 | −0.002 | 0.076 | 0.074 | 94.2 | 0.003 | 0.074 | 0.074 | 94.8 | 6.82 | 2.94 |
PLSI GMRL | 4000 | −0.002 | 0.076 | 0.074 | 94.2 | 0.002 | 0.074 | 0.074 | 94.6 | 7.14 | 3.21 |
S2. Sine curve case | |||||||||||
GMRL | 2000 | 0.001 | 0.259 | 0.242 | 93.4 | 0.016 | 0.257 | 0.241 | 92.8 | 6.64 | 2.76 |
PLSI GMRL | 2000 | 0.001 | 0.258 | 0.241 | 93.8 | 0.016 | 0.255 | 0.239 | 93.4 | 6.45 | 3.05 |
GMRL | 4000 | 0.001 | 0.174 | 0.176 | 95.2 | 0.001 | 0.174 | 0.176 | 94.8 | 4.57 | 1.90 |
PLSI GMRL | 4000 | −0.001 | 0.174 | 0.175 | 95.4 | 0.002 | 0.173 | 0.175 | 94.6 | 4.15 | 1.80 |
S3. Quadratic case | |||||||||||
GMRL | 2000 | −0.006 | 0.053 | 0.052 | 93.8 | 0.001 | 0.054 | 0.052 | 94.2 | 66.37 | 35.71 |
PLSI GMRL | 2000 | −0.002 | 0.050 | 0.050 | 94.0 | 0.002 | 0.052 | 0.050 | 94.4 | 9.35 | 4.83 |
GMRL | 4000 | −0.003 | 0.039 | 0.037 | 93.0 | −0.002 | 0.038 | 0.037 | 94.0 | 65.54 | 34.92 |
PLSI GMRL | 4000 | 0.001 | 0.037 | 0.035 | 92.8 | 0.001 | 0.037 | 0.035 | 93.8 | 6.19 | 3.00 |
GMRL: generalized mean residual life model; PLSI GMRL: partially linear single-index generalized mean residual life model; SD: sample standard deviation; SE: mean of estimated standard error; CP: empirical coverage probability of 95% confidence interval; was calculated by arccos ; Censoring rate was 10%.