Table 12 Simulation results of GEEB with Model 3, GEE, SVM, and XGBoost with a large sample size
From: Generalized Estimating Equations Boosting (GEEB) machine for correlated data
| Â | N of clusters | GEEB Model 3 | GEE | SVM | XGBoost | ||||
|---|---|---|---|---|---|---|---|---|---|
Mean | SD | Mean | SD | Mean | SD | Mean | SD | ||
C1 | [44, 52] | 93.71743381 | 10.99309471 | 93.72922513 | 11.00408210 | 90.40457748 | 9.85050686 | 89.93082567 | 9.61089664 |
C2 | [39, 45] | 93.48196280 | 11.11303043 | 93.50204072 | 11.11896335 | 86.94844371 | 9.21310427 | 88.78844514 | 9.10177358 |
C3 | [90, 110] | 94.90869049 | 10.16099839 | 94.92992517 | 10.15832247 | 101.35317458 | 10.98376852 | 92.15629237 | 9.65414782 |
C4 | [220, 260] | 96.02364853 | 10.37016019 | 96.04458325 | 10.37370905 | 114.01629456 | 12.36584604 | 99.61407890 | 10.44030172 |
C5 | [325, 375] | 95.51996369 | 9.40236520 | 95.52869609 | 9.41868433 | 116.96334753 | 11.41679679 | 100.50386001 | 9.88936982 |