Out - of - bag estimates help avoid the need for an independent validation dataset .
Out - of - bag estimates often underestimate actual performance improvement and the optimal number of iterations .
Out - of - bag estimates help avoid the need for an independent validation dataset , but often underestimate actual performance improvement and the optimal number of iterations .