Representation Learning Theory                                      

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Supervised Dimensionality Reduction via Distance Correlation Maximization, Praneeth Vepakomma (Amazon), Chetan Tonde (Amazon) and Ahmed Elgammal (Rutgers): 

We develop some optimization techniques and theory for representation learning with distance correlation in our work: (We received positive reviews from a tier-1 statistics journal and is enroute to complete publication). Below are 3 algorithms we created in it followed by some snippets of optimization theory that we proved in this paper.

© Vepakomma, Praneeth 2017