Issue #870 WIP LDA with native multiclass support

I have finished implementing native multi-class LDA . The algorithm is working and the output is confirmed to match scikit learn. I would assume that more work is required to integrate this new class into shogun fully, I thought I would get some feedback now and direction for what else needs to be done.