Table 2 Summary Statistics of Simulation Scenario #2
From: Evaluation of fecal mRNA reproducibility via a marginal transformed mixture modeling approach
Data Generated from Normal-mixtures, Fit with Beta-mixtures | ||||||
|---|---|---|---|---|---|---|
Dataset | Â |
|
|
|
|
|
Fecal | Truth | 0.700 | 0.328 | 0.446 | -1.771 | 3.330 |
| Â | Mean | 0.453 | 0.282 | 0.521 | -1.995 | 3.409 |
| Â | Bias | -0.247 | -0.046 | 0.075 | -0.224 | 0.079 |
| Â | Std Dev | 0.010 | 0.036 | 0.032 | 0.050 | 0.138 |
| Â | RMSE | 0.247 | 0.059 | 0.082 | 0.229 | 0.159 |
Mucosal | Truth | 0.800 | -0.033 | 0.391 | -2.090 | 2.722 |
| Â | Mean | 0.527 | -0.149 | 0.387 | -1.691 | 2.546 |
| Â | Bias | -0.273 | -0.116 | -0.004 | 0.399 | -0.176 |
| Â | Std Dev | 0.011 | 0.031 | 0.023 | 0.049 | 0.111 |
| Â | RMSE | 0.273 | 0.120 | 0.023 | 0.402 | 0.208 |
- Summary statistics of simulation scenario #2. Monte Carlo mean, bias, standard deviation, and square-root MSE (RMSE) of upper mixture proportion μ
U
, upper mixture mean μ
U
and variance
, and lower mixture mean μ
L
and variance 
from scenario #2.
, and lower mixture mean μ
L
and variance 
from scenario #2.