Locally Weighted Projection Regression (LWPR) is an algorithm developed in our group that achieves nonlinear function approximation in high dimensional spaces with redundant and irrelevant input dimensions. We developed a C-library with wrappers for C++, Matlab/Octave, and Python, that you can find following this link.