Non-negative tensor factorisation for sound source separation
Identifieur interne : 000723 ( Main/Exploration ); précédent : 000722; suivant : 000724Non-negative tensor factorisation for sound source separation
Auteurs : Derry Fitzgerald ; Matt Cranitch [Irlande (pays)] ; Eugene Coyle [Irlande (pays)]Source :
- IEE conference publication
Descripteurs français
- Pascal (Inist)
English descriptors
- KwdEn :
Abstract
An algorithm for Non-negative Tensor Factorisation is introduced which extends current matrix factorisation techniques to deal with tensors. The effectiveness of the algorithm is then demonstrated through tests on synthetic data. The algorithm is then employed as a means of performing sound source separation on two channel mixtures, and the separation capabilities of the algorithm demonstrated on a two channel mixture containing saxophone, strings and bass guitar.
Affiliations:
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Le document en format XML
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<author><name sortKey="Cranitch, Matt" sort="Cranitch, Matt" uniqKey="Cranitch M" first="Matt" last="Cranitch">Matt Cranitch</name>
<affiliation wicri:level="1"><inist:fA14 i1="01"><s1>Dept. of Electronic Engineering, Cork Institute of Technology Rossa Avenue</s1>
<s2>Bishopstown, Cork</s2>
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<country>Irlande (pays)</country>
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<affiliation wicri:level="1"><inist:fA14 i1="02"><s1>Department of Electronic Engineering, Dublin Institute of Technology Kevin St</s1>
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<sourceDesc><biblStruct><analytic><title xml:lang="en" level="a">Non-negative tensor factorisation for sound source separation</title>
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<author><name sortKey="Cranitch, Matt" sort="Cranitch, Matt" uniqKey="Cranitch M" first="Matt" last="Cranitch">Matt Cranitch</name>
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<affiliation wicri:level="1"><inist:fA14 i1="02"><s1>Department of Electronic Engineering, Dublin Institute of Technology Kevin St</s1>
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<profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Algorithm</term>
<term>Algorithm performance</term>
<term>Factorization</term>
<term>Matrix decomposition</term>
<term>Matrix method</term>
<term>Musical instrument</term>
<term>Parameter estimation</term>
<term>Signal estimation</term>
<term>Signal processing</term>
<term>Sound source</term>
<term>Source separation</term>
<term>Two channel system</term>
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<keywords scheme="Pascal" xml:lang="fr"><term>Factorisation</term>
<term>Source sonore</term>
<term>Estimation paramètre</term>
<term>Séparation source</term>
<term>Algorithme</term>
<term>Méthode matricielle</term>
<term>Décomposition matricielle</term>
<term>Performance algorithme</term>
<term>Système 2 canaux</term>
<term>Instrument musique</term>
<term>Estimation signal</term>
<term>Traitement signal</term>
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<front><div type="abstract" xml:lang="en">An algorithm for Non-negative Tensor Factorisation is introduced which extends current matrix factorisation techniques to deal with tensors. The effectiveness of the algorithm is then demonstrated through tests on synthetic data. The algorithm is then employed as a means of performing sound source separation on two channel mixtures, and the separation capabilities of the algorithm demonstrated on a two channel mixture containing saxophone, strings and bass guitar.</div>
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