IEEE - Institute of Electrical and Electronics Engineers, Inc. - Implicit Regularization in Matrix Factorization

2018 Information Theory and Applications Workshop (ITA)

Author(s): Suriya Gunasekar ; Blake Woodworth ; Srinadh Bhojanapalli ; Behnam Neyshabur ; Nathan Srebro
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 February 2018
Conference Location: San Diego, CA, USA
Conference Date: 11 February 2018
Page(s): 1 - 10
ISBN (Electronic): 978-1-7281-0124-8
DOI: 10.1109/ITA.2018.8503198
Regular:

We study implicit regularization when optimizing an underdetermined quadratic objective over a matrix X with gradient descent on a factorization of X. We conjecture and provide empirical and... View More

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