Research Article

Unbiased Feature Selection in Learning Random Forests for High-Dimensional Data

Table 6

The accuracy of prediction and error bound of the models using a small subspace ; better values are bold.

Dataset Error bound Test accuracy (%)
RF wsRF xRF RF GRRFwsRFxRF

Fbis .2149.1179 .1209 76.4276.51 84.1484.69201555
La2s 152.6 .0904.0780 66.7767.99 87.2688.613531136
La1s 40.8.0892 .1499 77.76 80.49 86.03 87.212201532