Research Article
Bayesian Adaptive Lasso for Regression Models with Nonignorable Missing Responses
Table 5
Bayesian estimates for case i in the second simulation study.
| | Parameter | True | Mean | Median | 5% | 95% | SD | RMSE |
| | (i) Empirical Bayesian scenario | | 3.0 | 2.988 | 2.997 | 2.846 | 3.096 | 0.083 | 0.083 | | 1.5 | 1.482 | 1.473 | 1.328 | 1.638 | 0.089 | 0.091 | | 0.0 | −0.005 | −0.001 | −0.098 | 0.118 | 0.051 | 0.051 | | 0.0 | 0.006 | 0.000 | −0.108 | 0.095 | 0.063 | 0.063 | | 2.0 | 1.992 | 1.992 | 1.858 | 2.124 | 0.092 | 0.092 | | 0.0 | −0.008 | −0.001 | −0.158 | 0.056 | 0.064 | 0.064 | | 0.0 | −0.001 | −0.000 | −0.095 | 0.079 | 0.056 | 0.055 | | 0.0 | 0.002 | 0.000 | −0.098 | 0.118 | 0.051 | 0.051 | | 1.0 | 0.989 | 0.986 | 0.914 | 1.079 | 0.058 | 0.058 | | −2.5 | −2.564 | −2.567 | −2.689 | −2.452 | 0.072 | 0.096 | | 0.3 | 0.339 | 0.345 | 0.104 | 0.525 | 0.135 | 0.140 | | 0.3 | 0.282 | 0.261 | −0.395 | 0.850 | 0.413 | 0.411 | | 0.3 | 0.274 | 0.258 | −0.261 | 0.801 | 0.355 | 0.354 | | 0.3 | 0.300 | 0.287 | −0.205 | 0.710 | 0.284 | 0.282 | | 0.3 | 0.331 | 0.329 | −0.068 | 0.731 | 0.266 | 0.267 | | 0.3 | 0.283 | 0.279 | −0.269 | 0.762 | 0.327 | 0.326 | | 0.3 | 0.293 | 0.294 | −0.255 | 0.698 | 0.304 | 0.302 | | 0.3 | 0.291 | 0.311 | −0.196 | 0.739 | 0.282 | 0.281 | | 0.3 | 0.387 | 0.337 | −0.015 | 0.853 | 0.286 | 0.298 |
| | (ii) Hierarchical model scenario | | 3.0 | 2.984 | 2.983 | 2.822 | 3.129 | 0.101 | 0.102 | | 1.5 | 1.506 | 1.510 | 1.345 | 1.654 | 0.101 | 0.101 | | 0.0 | 0.008 | 0.007 | −0.067 | 0.089 | 0.047 | 0.047 | | 0.0 | −0.009 | −0.006 | −0.082 | 0.041 | 0.043 | 0.043 | | 2.0 | 1.991 | 1.976 | 1.848 | 2.139 | 0.101 | 0.101 | | 0.0 | −0.001 | 0.003 | −0.080 | 0.048 | 0.042 | 0.042 | | 0.0 | 0.001 | −0.000 | −0.075 | 0.077 | 0.046 | 0.046 | | 0.0 | 0.007 | 0.004 | −0.054 | 0.064 | 0.041 | 0.042 | | 1.0 | 0.998 | 0.995 | 0.921 | 1.086 | 0.055 | 0.054 | | −2.5 | −2.573 | −2.576 | −2.681 | −2.470 | 0.070 | 0.101 | | 0.3 | 0.327 | 0.315 | 0.133 | 0.501 | 0.119 | 0.121 | | 0.3 | 0.287 | 0.276 | −0.340 | 0.756 | 0.334 | 0.333 | | 0.3 | 0.268 | 0.282 | −0.260 | 0.710 | 0.320 | 0.320 | | 0.3 | 0.342 | 0.314 | −0.126 | 0.834 | 0.293 | 0.294 | | 0.3 | 0.307 | 0.321 | −0.207 | 0.797 | 0.308 | 0.307 | | 0.3 | 0.250 | 0.221 | −0.251 | 0.735 | 0.281 | 0.284 | | 0.3 | 0.340 | 0.354 | −0.125 | 0.712 | 0.283 | 0.285 | | 0.3 | 0.323 | 0.286 | −0.187 | 0.847 | 0.336 | 0.335 | | 0.3 | 0.297 | 0.311 | −0.185 | 0.707 | 0.281 | 0.279 |
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