Research Article
An Improved Measurement Error Model for Analyzing Unreplicated Method Comparison Data under Asymmetric Heavy-Tailed Distributions
Table 2
Simulated bias, sample standard deviation (SD), and root mean square error (RMSE) of ML for the STcT-MEM and SMEM.
| λ | | Parameter | STcT-MEM | SMEM | BIAS | SD | RMSE | BIAS | SD | RMSE |
| 2.5 | 25 | | 0.001 | 0.009 | 0.009 | 0.001 | 0.010 | 0.010 | | −0.002 | 0.014 | 0.014 | −0.005 | 0.030 | 0.031 | | 0.003 | 0.007 | 0.008 | −0.015 | 0.050 | 0.052 | Log | −0.024 | 0.180 | 0.182 | −0.123 | 0.622 | 0.634 | | −0.009 | 0.366 | 0.366 | — | — | — | 50 | | 0.000 | 0.004 | 0.004 | −0.001 | 0.005 | 0.005 | | 0.000 | 0.007 | 0.007 | 0.000 | 0.014 | 0.014 | | −0.003 | 0.005 | 0.006 | −0.015 | 0.035 | 0.038 | Log | −0.012 | 0.083 | 0.084 | −0.035 | 0.473 | 0.474 | | −0.001 | 0.197 | 0.197 | — | — | — | 100 | | 0.000 | 0.002 | 0.002 | −0.001 | 0.003 | 0.003 | | 0.000 | 0.004 | 0.004 | 0.000 | 0.009 | 0.009 | | −0.002 | 0.003 | 0.004 | −0.014 | 0.024 | 0.028 | Log | −0.004 | 0.043 | 0.043 | 0.024 | 0.333 | 0.334 | | −0.008 | 0.102 | 0.102 | — | — | — |
| 5 | 25 | | 0.000 | 0.008 | 0.008 | 0.001 | 0.009 | 0.009 | | −0.002 | 0.012 | 0.013 | −0.006 | 0.029 | 0.029 | | 0.002 | 0.003 | 0.004 | −0.013 | 0.049 | 0.051 | Log | −0.013 | 0.075 | 0.076 | −0.129 | 0.653 | 0.666 | | −0.045 | 0.393 | 0.395 | — | — | — | 50 | | 0.000 | 0.004 | 0.004 | 0.000 | 0.005 | 0.005 | | 0.000 | 0.006 | 0.006 | −0.001 | 0.013 | 0.013 | | −0.002 | 0.002 | 0.003 | −0.013 | 0.033 | 0.035 | Log | −0.008 | 0.020 | 0.021 | −0.022 | 0.500 | 0.500 | | −0.007 | 0.167 | 0.168 | — | — | — | 100 | | 0.000 | 0.002 | 0.002 | −0.001 | 0.003 | 0.003 | | 0.000 | 0.004 | 0.004 | −0.001 | 0.008 | 0.008 | | −0.001 | 0.001 | 0.001 | −0.012 | 0.023 | 0.026 | Log | −0.004 | 0.009 | 0.010 | 0.018 | 0.353 | 0.353 | | −0.004 | 0.083 | 0.084 | — | — | — |
| 10 | 25 | | −0.001 | 0.008 | 0.008 | 0.001 | 0.009 | 0.009 | | −0.002 | 0.012 | 0.013 | −0.006 | 0.029 | 0.029 | | 0.001 | 0.001 | 0.001 | −0.010 | 0.049 | 0.051 | Log | −0.008 | 0.014 | 0.017 | −0.159 | 0.664 | 0.683 | | −0.035 | 0.264 | 0.266 | — | — | — | 50 | | −0.001 | 0.004 | 0.004 | 0.000 | 0.005 | 0.005 | | −0.001 | 0.006 | 0.006 | −0.001 | 0.013 | 0.013 | | −0.001 | 0.001 | 0.001 | −0.010 | 0.033 | 0.034 | Log | −0.006 | 0.006 | 0.008 | −0.019 | 0.510 | 0.510 | | −0.012 | 0.115 | 0.115 | - | - | - | 100 | | −0.001 | 0.002 | 0.002 | −0.001 | 0.003 | 0.003 | | −0.001 | 0.004 | 0.004 | −0.001 | 0.008 | 0.008 | | −0.000 | 0.001 | 0.001 | −0.010 | 0.023 | 0.025 | Log | −0.005 | 0.003 | 0.005 | 0.016 | 0.362 | 0.362 | | −0.015 | 0.075 | 0.076 | — | — | — |
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