Title
Flexible Multi-layer Sparse Approximations of Matrices and Applications.
Abstract
The computational cost of many signal processing and machine learning techniques is often dominated by the cost of applying certain linear operators to high-dimensional vectors. This paper introduces an algorithm aimed at reducing the complexity of applying linear operators in high dimension by approximately factorizing the corresponding matrix into few sparse factors. The approach relies on recen...
Year
DOI
Venue
2016
10.1109/JSTSP.2016.2543461
IEEE Journal of Selected Topics in Signal Processing
Keywords
DocType
Volume
Sparse matrices,Dictionaries,Complexity theory,Transforms,Inverse problems,Approximation algorithms,Optimization
Journal
10
Issue
ISSN
Citations 
4
1932-4553
0
PageRank 
References 
Authors
0.34
0
2
Name
Order
Citations
PageRank
Luc Le Magoarou1145.02
Rémi Gribonval2120783.59