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1
Data-driven voice source waveform analysis and synthesis
In: http://www.commsp.ee.ic.ac.uk/~mrt102/publications/Gudnason2009b.pdf (2012)
Abstract: The paper presents a voice source waveform modeling techniques based on principal component analysis (PCA) and Gaussian mixture modeling (GMM). The voice source is obtained by inverse-filteirng speech with the estimated vocal tract filter. This decomposition is useful in speech analysis, synthesis, recognition and coding. Existing models of the voice source signal are based on function-fitting or physically motivated assumptions and although they are well defined, estimation of their parameters is not well understood and few are capable of reproducing the large variety of voice source waveforms. Here, a data-driven approach is presented for signal decomposition and classification based on the principal components of the voice source. The principal components are analyzed and the ‘prototype ’ voice source signals corresponding to the Gaussian mixture means are examined. We show how an unknown signal can be decomposed into its components and/or prototypes and resynthesized. We show how the techniques are suited for both low bitrate or high quality analysis/synthesis schemes.
Keyword: closed-phase analysis; GMM; Index Terms; inverse-filtering; PCA; Voice source
URL: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.413.1034
http://www.commsp.ee.ic.ac.uk/~mrt102/publications/Gudnason2009b.pdf
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2
Data-driven voice source waveform modelling
In: http://www.commsp.ee.ic.ac.uk/~jg/papers/Thomas2009a.pdf (2009)
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3
Data-driven voice source waveform modelling
In: http://www.commsp.ee.ic.ac.uk/~mrt102/publications/Thomas2009.pdf (2009)
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4
Application of the DYPSA Algorithm to Segmented Time-Scale Modification of Speech
In: http://www.eurasip.org/Proceedings/Eusipco/Eusipco2008/papers/1569101951.pdf (2008)
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5
The SIGMA algorithm for estimation of reference-quality glottal closure instants from electroglottograph signals
In: http://www.eurasip.org/Proceedings/Eusipco/Eusipco2008/papers/1569101953.pdf (2008)
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6
Application of the DYPSA Algorithm to Segmented Time-Scale Modification of Speech
In: http://www.commsp.ee.ic.ac.uk/~mrt102/publications/Thomas2008b.pdf (2008)
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7
The SIGMA Algorithm for Estimation of Reference-Quality Glottal Closure Instants from Electroglottograph Signals
In: http://www.commsp.ee.ic.ac.uk/~mrt102/publications/Thomas2008c.pdf (2008)
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8
Application of the DYPSA algorithm to segmented time-scale modification of speech
In: http://www.ee.ic.ac.uk/hp/staff/pnaylor/PDFs/Thomas2008.pdf (2008)
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9
The SIGMA algorithm for estimation of reference-quality glottal closure instants from electroglottograph signals
In: http://www.ee.ic.ac.uk/hp/staff/pnaylor/PDFs/Thomas2008a.pdf (2008)
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10
Blind estimation of reverberation time based on the distribution of signal decay rates
In: http://www.ee.ic.ac.uk/hp/staff/pnaylor/PDFs/Wen2008.pdf (2008)
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11
Multi-microphone speech dereverberation using spatio-temporal averaging
In: http://www.eurasip.org/Proceedings/Eusipco/Eusipco2004/defevent/papers/cr1461.pdf (2004)
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12
Multi-microphone speech dereverberation using spatio-temporal averaging
In: http://www.ee.ic.ac.uk/hp/staff/pnaylor/PDFs/Gaubitch2004.pdf (2004)
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13
Estimation of Glottal Closure Instants in Voiced Speech using the DYPSA Algorithm
In: https://spiral.imperial.ac.uk:8443/bitstream/10044/1/678/1/Estimation of glottal closure.pdf
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14
VOICE SOURCE ESTIMATION FOR ARTIFICIAL BANDWIDTH EXTENSION OF TELEPHONE SPEECH
In: http://www.commsp.ee.ic.ac.uk/~mrt102/publications/Thomas2010a.pdf
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15
Voice Source Waveform Analysis and Synthesis using Principal Component Analysis and Gaussian Mixture Modelling
In: http://labrosa.ee.columbia.edu/~dpwe/pubs/GudTNE09-voicesource.pdf
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16
DATA-DRIVEN VOICE SOURCE WAVEFORM MODELLING
In: http://www.ee.ic.ac.uk/hp/staff/pnaylor/PDFs/Thomas2009a.pdf
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17
TEMPORAL SELECTIVE DEREVERBERATION OF NOISY SPEECH USING ONE MICROPHONE
In: http://www.ee.ic.ac.uk/hp/staff/pnaylor/PDFs/Habets2008.pdf
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18
Intelligibility Estimation in Law Enforcement Speech Processing
In: http://www.commsp.ee.ic.ac.uk/%7Endg/papers/naylor2010bochum.pdf
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