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Content Provider | IEEE Xplore Digital Library |
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Author | Fujihara, H. Klapuri, A. Plumbley, M.D. |
Copyright Year | 2012 |
Description | Author affiliation: Queen Mary University of London, Centre for Digital Music, UK (Fujihara, H.; Klapuri, A.; Plumbley, M.D.) |
Abstract | This paper describes a novelmusic similarity calculation method that is based on the instrumentation of music pieces. The approach taken here is based on the idea that sparse representations of musical audio signals are a rich source of information regarding the elements that constitute the observed spectra. We propose a method to extract feature vectors based on sparse representations and use these to calculate a similarity measure between songs. To train a dictionary for sparse representations from a large amount of training data, a novel dictionary-initialization method based on agglomerative clustering is proposed. An objective evaluation shows that the new features improve the performance of similarity calculation compared to the standard mel-frequency cepstral coefficients features. |
Starting Page | 433 |
Ending Page | 436 |
File Size | 327411 |
Page Count | 4 |
File Format | |
ISBN | 9781467300452 |
ISSN | 15206149 |
e-ISBN | 9781467300469 |
e-ISBN | 9781467300445 |
DOI | 10.1109/ICASSP.2012.6287909 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2012-03-25 |
Publisher Place | Japan |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Dictionaries Instruments Vectors Feature extraction Sparse matrices Encoding Indexes Online dictionary learning Music similarity Instrumentation Sparse representation |
Content Type | Text |
Resource Type | Article |
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