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We consider the extension of the greedy adaptive dictionary learning algorithm that we introduced previously, to applications other than speech signals. The algorithm learns a dictionary of sparse atoms, while yielding a sparse representation for the speech signals. We investigate its behavior in the analysis of music signals, and propose a different dictionary learning approach that can be applied to large data sets. This facilitates the application of the algorithm to problems that generate large amounts of data, such as multimedia of multi-channel application areas.
Author (s): Jafari, Maria G.;
Plumbley, Mark D.;
Affiliation:
Queen Mary University of London, London, UK
(See document for exact affiliation information.)
AES Convention: 128
Paper Number:8087
Publication Date:
2010-05-06
Session subject:
Audio Processing—Audio Coding and Machine Interface
DOI:
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Jafari, Maria G.; Plumbley, Mark D.; 2010; A Doubly Sparse Greedy Adaptive Dictionary Learning Algorithm for Music and Large-Scale Data [PDF]; Queen Mary University of London, London, UK; Paper 8087; Available from: https://aes.org/publications/elibrary-page/?id=15384
Jafari, Maria G.; Plumbley, Mark D.; A Doubly Sparse Greedy Adaptive Dictionary Learning Algorithm for Music and Large-Scale Data [PDF]; Queen Mary University of London, London, UK; Paper 8087; 2010 Available: https://aes.org/publications/elibrary-page/?id=15384
@inproceedings{Jafari2010a,
title={{A Doubly Sparse Greedy Adaptive Dictionary Learning Algorithm for Music and Large-Scale Data}},
author={Jafari, Maria G. and Plumbley, Mark D.},
year={2010},
month={may},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 8087; AES Convention 128; May 2010},
number={8087},
organization={AES},
}
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