The gc_MI.cpp file includes C++ code implementing the GC.MI algorithm presented in the paper:
L. Lefakis and F. Fleuret. Jointly Informative Feature Selection. In Proceedings of the international conference on Artificial Intelligence and Statistics (AISTATS), pages 567-575, 2014. It also includes a gateway function (mexFunction) which allows for the creation of a Matlab mex file.