Table 11 Simulation results of GEEB with Model 3, GEE, SVM, and XGBoost with a medium 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 | ||
B1 | [27, 33] | 94.62586832 | 15.18795180 | 94.71798990 | 15.19590222 | 97.14783528 | 14.83062427 | 97.25146238 | 14.91062380 |
B2 | [20, 24] | 93.37919664 | 16.73492992 | 93.43940338 | 16.74627032 | 95.02183905 | 15.85076210 | 96.11347731 | 15.67838128 |
B3 | [56, 72] | 96.32194755 | 14.34927426 | 96.39570954 | 14.33870888 | 106.81904823 | 15.78853772 | 100.11787803 | 14.83848559 |
B4 | [144, 176] | 98.90918803 | 14.57846063 | 98.95471693 | 14.59775801 | 121.15671344 | 18.36387217 | 110.17394078 | 17.18216334 |
B5 | [200, 240] | 98.29750455 | 14.52335686 | 98.37712698 | 14.54756006 | 124.33607693 | 18.58431286 | 112.72063341 | 17.06058754 |