(#37 / Sess. 1) Geometric Matrix Completion: A Functional View

ICML 2020

(#37 / Sess. 1) Geometric Matrix Completion: A Functional View

Jul 12, 2020
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We propose a totally functional view of geometric matrix completion problem. Differently from existing work, we propose a novel regularization inspired from the functional map literature that is more interpretable and theoretically sound. On synthetic tasks with strong underlying geometric structure, our framework outperforms state of the art by a huge margin (two order of magnitude) demonstrating the potential of our approach. On real datasets, we achieve state-of-the-art results at a fraction of the computational effort of previous methods. Our code is publicly available at https://github.com/Not-IITian/functional-matrix-completion Speakers: Abhishek Sharma

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