One of the key challenges of optimizing a unit selection voice is obtaining suitable target and join cost weights. In this paper we investigate several strategies to train these weights automatically. Two training algorithms are tested, which are based on an acoustic distance that approximates human perception: a modified version of the well-known linear regression training and an iterative algorithm that tries to minimize a selection error. Since a single, global set of weights might not result in selecting all the time the best sequence of units, we investigate whether
Latacz, L, Mattheyses, W & Verhelst, W 2011, 'Joint Target and Join Cost Weight Training for Unit Selection Synthesis', Proceedings of Interspeech, no. 2011, pp. 321-324. <http://www.etro.vub.ac.be/Research/DSSP/PUB_FILES/int_conf/Interspeech2011_latacz.pdf>
Latacz, L., Mattheyses, W., & Verhelst, W. (2011). Joint Target and Join Cost Weight Training for Unit Selection Synthesis. Proceedings of Interspeech, (2011), 321-324. http://www.etro.vub.ac.be/Research/DSSP/PUB_FILES/int_conf/Interspeech2011_latacz.pdf
@article{ff76a7f59aea4f09a6868e13403b5cae,
title = "Joint Target and Join Cost Weight Training for Unit Selection Synthesis",
abstract = "One of the key challenges of optimizing a unit selection voice is obtaining suitable target and join cost weights. In this paper we investigate several strategies to train these weights automatically. Two training algorithms are tested, which are based on an acoustic distance that approximates human perception: a modified version of the well-known linear regression training and an iterative algorithm that tries to minimize a selection error. Since a single, global set of weights might not result in selecting all the time the best sequence of units, we investigate whether",
keywords = "speech synthesis, unit selection, weight training",
author = "Lukas Latacz and Wesley Mattheyses and Werner Verhelst",
year = "2011",
month = aug,
day = "27",
language = "English",
pages = "321--324",
journal = "Proceedings of Interspeech",
issn = "1990-9772",
number = "2011",
note = "Interspeech 2011: 12th Annual Conference of the International Speech Communication Association, Interspeech 2011 ; Conference date: 27-08-2011 Through 31-08-2011",
url = "http://www.interspeech2011.org/",
}