Some of these pitfalls are promoted by the fact that random forests were not developed in a stringent statistical framework, so that their properties are less predictable than those of standard parametric methods, and some parts of random forests are still “under construction” (cf. also Polikar 2006, for a brief history of ensemble methods, including fuzzy and Bayesian approaches).
