TABLE 3.
The mean percent (%) biases, average standard errors (ASE), empirical standard errors (ESE), and coverage probabilities (CP) are given for 1000 simulated datasets for the proposed method and naive method with βX1 = log(1.5), βZ1 = log(0.7), and βZ2 = log(1.3); e is distributed as either a t with 4 df or as
| 
Sea
= 0.80, Spb
= 0.90 | 
Proposed
 | 
Naive
 | 
||||||||
| e c | CR d | β | % Bias | ASE | ESE | CP | % Bias | ASE | ESE | CP | 
| 
 | ||||||||||
| t e | 0.90 | β X1 | −2.238 | 0.291 | 0.300 | 0.953 | −94.50 | 0.031 | 0.031 | 0.000 | 
| β Z1 | 0.622 | 0.152 | 0.157 | 0.951 | −81.80 | 0.054 | 0.054 | 0.000 | ||
| β Z2 | 2.529 | 0.152 | 0.148 | 0.957 | −76.70 | 0.054 | 0.053 | 0.033 | ||
| 0.55 | β X1 | −0.646 | 0.140 | 0.153 | 0.940 | −85.54 | 0.025 | 0.026 | 0.000 | |
| β Z1 | −2.362 | 0.072 | 0.072 | 0.950 | −53.37 | 0.045 | 0.044 | 0.013 | ||
| β Z2 | −3.303 | 0.071 | 0.072 | 0.950 | −39.35 | 0.044 | 0.044 | 0.335 | ||
| 
 | ||||||||||
| mix f | 0.90 | β X1 | 0.394 | 0.335 | 0.330 | 0.955 | −95.64 | 0.027 | 0.028 | 0.000 | 
| β Z1 | −1.015 | 0.158 | 0.158 | 0.953 | −83.29 | 0.054 | 0.055 | 0.000 | ||
| β Z2 | −0.800 | 0.156 | 0.152 | 0.962 | −75.25 | 0.054 | 0.056 | 0.055 | ||
| 0.55 | β X1 | −1.081 | 0.156 | 0.151 | 0.958 | −88.74 | 0.022 | 0.022 | 0.000 | |
| β Z1 | −2.415 | 0.074 | 0.070 | 0.958 | −55.28 | 0.044 | 0.045 | 0.010 | ||
| β Z2 | −2.083 | 0.073 | 0.070 | 0.964 | −36.40 | 0.044 | 0.045 | 0.419 | ||
| 
 | ||||||||||
| 
Se = 0.90, Sp = 0.80
 | 
Proposed
 | 
Naive
 | 
||||||||
| CR | β | % Bias | ASE | ESE | CP | % Bias | ASE | ESE | CP | |
| 
 | ||||||||||
| t | 0.90 | β X1 | −3.792 | 0.305 | 0.316 | 0.942 | −96.91 | 0.025 | 0.025 | 0.000 | 
| β Z1 | 1.848 | 0.160 | 0.165 | 0.948 | −89.40 | 0.044 | 0.044 | 0.000 | ||
| β Z2 | 3.386 | 0.159 | 0.158 | 0.959 | −86.97 | 0.044 | 0.044 | 0.000 | ||
| 0.55 | β X1 | −1.119 | 0.141 | 0.159 | 0.933 | −90.02 | 0.023 | 0.024 | 0.000 | |
| β Z1 | −1.666 | 0.073 | 0.073 | 0.940 | −67.86 | 0.040 | 0.040 | 0.000 | ||
| β Z2 | −3.048 | 0.072 | 0.074 | 0.944 | −58.35 | 0.040 | 0.040 | 0.031 | ||
| 
 | ||||||||||
| mix | 0.90 | β X1 | −0.975 | 0.350 | 0.346 | 0.952 | −97.65 | 0.022 | 0.024 | 0.000 | 
| β Z1 | −1.354 | 0.166 | 0.162 | 0.961 | −90.94 | 0.043 | 0.044 | 0.000 | ||
| β Z2 | 0.585 | 0.164 | 0.160 | 0.955 | −86.57 | 0.043 | 0.045 | 0.000 | ||
| 0.55 | β X1 | −1.904 | 0.159 | 0.155 | 0.955 | −92.26 | 0.020 | 0.021 | 0.000 | |
| β Z1 | −2.590 | 0.075 | 0.072 | 0.954 | −69.29 | 0.040 | 0.040 | 0.000 | ||
| β Z2 | −1.350 | 0.074 | 0.069 | 0.967 | −56.67 | 0.040 | 0.039 | 0.036 | ||
| 
 | ||||||||||
| 
Se = 1, Sp = 1
 | 
Truth
 | 
|||||||||
| CR | β | % Bias | ASE | ESE | CP | |||||
| 
 | ||||||||||
| 0.90 | β X1 | 0.002 | 0.108 | 0.106 | 0.959 | |||||
| β Z1 | 0.034 | 0.108 | 0.109 | 0.951 | ||||||
| β Z2 | 1.032 | 0.107 | 0.106 | 0.961 | ||||||
| 
 | ||||||||||
| 0.55 | β X1 | 0.395 | 0.053 | 0.052 | 0.952 | |||||
| β Z1 | −0.462 | 0.052 | 0.052 | 0.948 | ||||||
| β Z2 | −0.300 | 0.052 | 0.050 | 0.954 | ||||||
Se = Sensitivity.
Sp = Specificity.
e refers to the distribution of the error.
CR = True censoring rate.
t with 4 df.
Mixture of two normals, that is, .