Table 3.
Cross-validation error and AUC value for the three methods
Item | Model | Statistic | Empirical Bayes method | Weighted empirical Bayes method | Joint covariance model |
---|---|---|---|---|---|
Cross-validation error | Gene + environment | Mean | 0.26 | 0.24 | 0.24 |
SE | 0.0020 | 0.0011 | 0.0012 | ||
AUC value | Gene + environment | Mean | 0.76 | 0.80 | 0.78 |
SE | 0.0102 | 0.0015 | 0.0148 | ||
AUC value | Gene | Mean | 0.60 | 0.64 | 0.62 |
SE | 0.0191 | 0.0183 | 0.0191 |
AUC is the area under the ROC curve when minimizing the cross-validation error. SE, standard error of the cross-validation error and the AUC value.