Many research results show that the Random Forest has very promising predictive performance.
I just found a good random forest implementation in Matlab
http://code.google.com/p/randomforest-matlab/
After some experimental tests, I found that the drawback of RF is its computational speed.
But this package is still very useful for me.
Thanks for the authors.