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Implicit Regularization in Matrix Factorization
Information Theory and Applications Workshop, 2017We study implicit regularization when optimizing an underdetermined quadratic objective over a matrix $X$ with gradient descent on a factorization of X.
Suriya Gunasekar +4 more
semanticscholar +1 more source
Polar Factorization and Monotone Rearrangement of Vector-Valued Functions
, 1991Given a probability space (X, p) and a bounded domain R in Rd equipped with the Lebesgue measure 1 . I (normalized so that 10 I = I ), it is shown (under additional technical assumptions on X and Q) that for every vector-valued function u E Lp(X, p; Rd ...
Y. Brenier
semanticscholar +1 more source
Learning the parts of objects by non-negative matrix factorization
Nature, 1999Daniel D. Lee, H. S. Seung
semanticscholar +1 more source
Matrix Factorization Techniques for Recommender Systems
Computer, 2009Y. Koren, Robert M. Bell, C. Volinsky
semanticscholar +1 more source
Factorization meets the neighborhood: a multifaceted collaborative filtering model
Knowledge Discovery and Data Mining, 2008Y. Koren
semanticscholar +1 more source
Integer factorization using stochastic magnetic tunnel junctions
Nature, 2019W. A. Borders +5 more
semanticscholar +1 more source
A matrix factorization technique with trust propagation for recommendation in social networks
ACM Conference on Recommender Systems, 2010Mohsen Jamali, M. Ester
semanticscholar +1 more source
Convolutional Matrix Factorization for Document Context-Aware Recommendation
ACM Conference on Recommender Systems, 2016Donghyun Kim +4 more
semanticscholar +1 more source
Total-Variation-Regularized Low-Rank Matrix Factorization for Hyperspectral Image Restoration
IEEE Transactions on Geoscience and Remote Sensing, 2016Wei He +3 more
semanticscholar +1 more source
Field-aware Factorization Machines for CTR Prediction
ACM Conference on Recommender Systems, 2016Yu-Chin Juan +3 more
semanticscholar +1 more source