Simple, efficient, and neural algorithms for sparse coding

Sparse coding is a basic task in many fields including signal processing, neuroscience and machine learning where the goal is to learn a basis that enables a sparse representation of a given set of data, if one exists. Its standard formulation is as a non-convex optimization problem which is solved...

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Bibliographic Details
Main Authors: Arora, Sanjeev, Ge, Rong, Ma, Tengyu, Moitra, Ankur
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Published: Proceedings of Machine Learning Research 2018
Online Access:http://hdl.handle.net/1721.1/115969
https://orcid.org/0000-0001-7047-0495