RobOMP: Robust variants of Orthogonal Matching Pursuit for sparse representations

Sparse coding aims to find a parsimonious representation of an example given an observation matrix or dictionary. In this regard, Orthogonal Matching Pursuit (OMP) provides an intuitive, simple and fast approximation of the optimal solution. However, its main building block is anchored on the minimi...

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Bibliographic Details
Main Author: Carlos A. Loza
Format: Article
Language:English
Published: PeerJ Inc. 2019-05-01
Series:PeerJ Computer Science
Subjects:
Online Access:https://peerj.com/articles/cs-192.pdf