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Nathan Srebro PhD Thesis, Massachusetts Institute of Technology, August 2004., [Defense slides PDF] Pairs of short duplications in mammalian genomes Elizabeth E. Thomas, Nathan Srebro, Jonathan Sebat, Nicholas Navin, John Healy, Bud Mishra, and Michael Wigler Proceedings of the National Academy of Science 101(28):10349-54, July 2004

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Maximum Margin Matrix Factorization Code Publications Maximum Margin Matrix Factorizations Nathan Srebro, Jason Rennie and Tommi Jaakkola Advances in Neural Information Processing Systems (NIPS) 17, 2005 (December 2004 conference), [Slides in PDF], [Poster in PDF] We present a novel approach to collaborative prediction, using low-norm instead of low-rank factorizations.