Table 1. Summary statistics for the simulation studies under H(x) = G(x) = x.
n | ϕ = 1 | ϕ = 0 | ϕ = −1 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Bias | SE | SEE | CP | Bias | SE | SEE | CP | Bias | SE | SEE | CP | ||
200 | α1 | −0.009 | 0.183 | 0.183 | 0.95 | −0.000 | 0.176 | 0.170 | 0.93 | 0.000 | 0.204 | 0.203 | 0.94 |
α2 | −0.003 | 0.160 | 0.154 | 0.94 | −0.006 | 0.148 | 0.143 | 0.95 | 0.007 | 0.175 | 0.171 | 0.95 | |
A(τ/4) | 0.003 | 0.100 | 0.099 | 0.94 | 0.005 | 0.111 | 0.108 | 0.94 | 0.006 | 0.071 | 0.070 | 0.95 | |
A(τ/2) | 0.001 | 0.129 | 0.130 | 0.95 | 0.007 | 0.148 | 0.143 | 0.94 | 0.009 | 0.094 | 0.093 | 0.95 | |
A(3τ/4) | −0.009 | 0.206 | 0.209 | 0.95 | 0.012 | 0.231 | 0.224 | 0.94 | 0.018 | 0.146 | 0.145 | 0.95 | |
β1 | 0.005 | 0.244 | 0.245 | 0.96 | 0.025 | 0.189 | 0.194 | 0.95 | 0.016 | 0.240 | 0.254 | 0.96 | |
β2 | 0.018 | 0.192 | 0.198 | 0.96 | 0.029 | 0.160 | 0.161 | 0.95 | 0.024 | 0.195 | 0.202 | 0.96 | |
Λ(τ/4) | 0.002 | 0.067 | 0.067 | 0.96 | −0.007 | 0.050 | 0.051 | 0.96 | 0.002 | 0.062 | 0.065 | 0.96 | |
Λ(τ/2) | 0.004 | 0.104 | 0.106 | 0.96 | −0.005 | 0.081 | 0.083 | 0.97 | 0.003 | 0.098 | 0.098 | 0.96 | |
Λ(3τ/4) | 0.036 | 0.264 | 0.257 | 0.96 | 0.007 | 0.171 | 0.180 | 0.96 | 0.009 | 0.224 | 0.224 | 0.96 | |
ϕ | 0.034 | 0.359 | 0.377 | 0.96 | 0.003 | 0.211 | 0.213 | 0.95 | −0.013 | 0.405 | 0.462 | 0.95 | |
|
−0.017 | 0.136 | 0.144 | 0.98 | −0.021 | 0.119 | 0.123 | 0.97 | −0.021 | 0.172 | 0.169 | 0.97 | |
400 | α1 | −0.000 | 0.133 | 0.130 | 0.94 | −0.000 | 0.122 | 0.120 | 0.94 | 0.005 | 0.139 | 0.144 | 0.96 |
α2 | 0.004 | 0.112 | 0.109 | 0.95 | 0.002 | 0.100 | 0.101 | 0.96 | 0.004 | 0.122 | 0.121 | 0.94 | |
A(τ/4) | −0.000 | 0.070 | 0.070 | 0.95 | 0.000 | 0.079 | 0.076 | 0.94 | 0.000 | 0.047 | 0.049 | 0.96 | |
A(τ/2) | −0.002 | 0.092 | 0.092 | 0.95 | 0.001 | 0.106 | 0.100 | 0.94 | 0.001 | 0.062 | 0.065 | 0.96 | |
A(3τ/4) | −0.013 | 0.154 | 0.147 | 0.95 | 0.006 | 0.165 | 0.158 | 0.94 | 0.004 | 0.096 | 0.102 | 0.96 | |
β1 | 0.009 | 0.168 | 0.171 | 0.96 | 0.015 | 0.136 | 0.134 | 0.95 | 0.008 | 0.178 | 0.178 | 0.95 | |
β2 | 0.011 | 0.138 | 0.138 | 0.95 | 0.012 | 0.111 | 0.111 | 0.96 | 0.008 | 0.145 | 0.141 | 0.95 | |
Λ(τ/4) | −0.001 | 0.046 | 0.047 | 0.95 | −0.004 | 0.037 | 0.036 | 0.95 | 0.001 | 0.045 | 0.046 | 0.95 | |
Λ(τ/2) | −0.002 | 0.174 | 0.074 | 0.95 | −0.005 | 0.060 | 0.058 | 0.95 | 0.000 | 0.070 | 0.069 | 0.95 | |
Λ(3τ/4) | −0.002 | 0.170 | 0.171 | 0.95 | 0.001 | 0.126 | 0.125 | 0.96 | 0.005 | 0.171 | 0.157 | 0.94 | |
ϕ | 0.007 | 0.239 | 0.249 | 0.97 | 0.001 | 0.139 | 0.141 | 0.95 | 0.014 | 0.293 | 0.305 | 0.94 | |
|
−0.002 | 0.101 | 0.103 | 0.96 | −0.005 | 0.088 | 0.087 | 0.96 | −0.006 | 0.118 | 0.121 | 0.97 |
Note: Bias and SE are the bias and standard error of the parameter estimator, SEE is the mean of the standard error estimator, and CP is the coverage probability of the 95% confidence interval. The confidence intervals for A(·) and Λ(·) are constructed on the basis of the log transformation, while the confidence intervals for are based on the Satterthwaite approximation: , where , and is the α-quantile of the χ2-distribution with ν degrees of freedom.