A summary of the 2012 JHU CLSP Workshop on Zero Resource Speech Technologies and Models of Early Language Acquisition

Aren Jansen; Emmanuel Dupoux; Sharon Goldwater; Mark Johnson; Sanjeev Khudanpur; Kenneth Church; Naomi Feldman; Hynek Hermansky; Florian Metze; Richard Rose; Mike Seltzer; Pascal Clark; Ian McGraw; Balakrishnan Varadarajan; Erin Bennett; Benjamin Borschinger; Justin Chiu; Ewan Dunbar; Abdallah Fourtassi; David Harwath; Chia-ying Lee; Keith Levin; Atta Norouzian; Vijay Peddinti; Rachel Richardson; Thomas Schatz; Samuel Thomas

doi:10.1109/ICASSP.2013.6639245

A summary of the 2012 JHU CLSP Workshop on Zero Resource Speech Technologies and Models of Early Language Acquisition

Aren Jansen, Emmanuel Dupoux, Sharon Goldwater, Mark Johnson, Sanjeev Khudanpur, Kenneth Church, Naomi Feldman, Hynek Hermansky, Florian Metze, Richard Rose, Mike Seltzer, Pascal Clark, Ian McGraw, Balakrishnan Varadarajan, Erin Bennett, Benjamin Borschinger, Justin Chiu, Ewan Dunbar, Abdallah Fourtassi, David HarwathChia-ying Lee, Keith Levin, Atta Norouzian, Vijay Peddinti, Rachel Richardson, Thomas Schatz, Samuel Thomas

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

We summarize the accomplishments of a multi-disciplinary workshop exploring the computational and scientific issues surrounding zero resource (unsupervised) speech technologies and related models of early language acquisition. Centered around the tasks of phonetic and lexical discovery, we consider unified evaluation metrics, present two new approaches for improving speaker independence in the absence of supervision, and evaluate the application of Bayesian word segmentation algorithms to automatic subword unit tokenizations. Finally, we present two strategies for integrating zero resource techniques into supervised settings, demonstrating the potential of unsupervised methods to improve mainstream technologies

Original language	English
Title of host publication	Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Publisher	Institute of Electrical and Electronics Engineers (IEEE)
Pages	8111-8115
Number of pages	5
ISBN (Print)	978-1-4799-0356-6
DOIs	https://doi.org/10.1109/ICASSP.2013.6639245
Publication status	Published - 2013

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Jansen, A., Dupoux, E., Goldwater, S., Johnson, M., Khudanpur, S., Church, K., Feldman, N., Hermansky, H., Metze, F., Rose, R., Seltzer, M., Clark, P., McGraw, I., Varadarajan, B., Bennett, E., Borschinger, B., Chiu, J., Dunbar, E., Fourtassi, A., ... Thomas, S. (2013). A summary of the 2012 JHU CLSP Workshop on Zero Resource Speech Technologies and Models of Early Language Acquisition. In Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on (pp. 8111-8115). Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/ICASSP.2013.6639245

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title = "A summary of the 2012 JHU CLSP Workshop on Zero Resource Speech Technologies and Models of Early Language Acquisition",

abstract = "We summarize the accomplishments of a multi-disciplinary workshop exploring the computational and scientific issues surrounding zero resource (unsupervised) speech technologies and related models of early language acquisition. Centered around the tasks of phonetic and lexical discovery, we consider unified evaluation metrics, present two new approaches for improving speaker independence in the absence of supervision, and evaluate the application of Bayesian word segmentation algorithms to automatic subword unit tokenizations. Finally, we present two strategies for integrating zero resource techniques into supervised settings, demonstrating the potential of unsupervised methods to improve mainstream technologies",

author = "Aren Jansen and Emmanuel Dupoux and Sharon Goldwater and Mark Johnson and Sanjeev Khudanpur and Kenneth Church and Naomi Feldman and Hynek Hermansky and Florian Metze and Richard Rose and Mike Seltzer and Pascal Clark and Ian McGraw and Balakrishnan Varadarajan and Erin Bennett and Benjamin Borschinger and Justin Chiu and Ewan Dunbar and Abdallah Fourtassi and David Harwath and Chia-ying Lee and Keith Levin and Atta Norouzian and Vijay Peddinti and Rachel Richardson and Thomas Schatz and Samuel Thomas",

year = "2013",

doi = "10.1109/ICASSP.2013.6639245",

language = "English",

isbn = "978-1-4799-0356-6",

pages = "8111--8115",

booktitle = "Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on",

publisher = "Institute of Electrical and Electronics Engineers (IEEE)",

address = "United States",

}

Jansen, A, Dupoux, E, Goldwater, S, Johnson, M, Khudanpur, S, Church, K, Feldman, N, Hermansky, H, Metze, F, Rose, R, Seltzer, M, Clark, P, McGraw, I, Varadarajan, B, Bennett, E, Borschinger, B, Chiu, J, Dunbar, E, Fourtassi, A, Harwath, D, Lee, C, Levin, K, Norouzian, A, Peddinti, V, Richardson, R, Schatz, T & Thomas, S 2013, A summary of the 2012 JHU CLSP Workshop on Zero Resource Speech Technologies and Models of Early Language Acquisition. in Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on. Institute of Electrical and Electronics Engineers (IEEE), pp. 8111-8115. https://doi.org/10.1109/ICASSP.2013.6639245

A summary of the 2012 JHU CLSP Workshop on Zero Resource Speech Technologies and Models of Early Language Acquisition. / Jansen, Aren; Dupoux, Emmanuel; Goldwater, Sharon et al.

Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on. Institute of Electrical and Electronics Engineers (IEEE), 2013. p. 8111-8115.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - A summary of the 2012 JHU CLSP Workshop on Zero Resource Speech Technologies and Models of Early Language Acquisition

AU - Jansen, Aren

AU - Dupoux, Emmanuel

AU - Goldwater, Sharon

AU - Johnson, Mark

AU - Khudanpur, Sanjeev

AU - Church, Kenneth

AU - Feldman, Naomi

AU - Hermansky, Hynek

AU - Metze, Florian

AU - Rose, Richard

AU - Seltzer, Mike

AU - Clark, Pascal

AU - McGraw, Ian

AU - Varadarajan, Balakrishnan

AU - Bennett, Erin

AU - Borschinger, Benjamin

AU - Chiu, Justin

AU - Dunbar, Ewan

AU - Fourtassi, Abdallah

AU - Harwath, David

AU - Lee, Chia-ying

AU - Levin, Keith

AU - Norouzian, Atta

AU - Peddinti, Vijay

AU - Richardson, Rachel

AU - Schatz, Thomas

AU - Thomas, Samuel

PY - 2013

Y1 - 2013

N2 - We summarize the accomplishments of a multi-disciplinary workshop exploring the computational and scientific issues surrounding zero resource (unsupervised) speech technologies and related models of early language acquisition. Centered around the tasks of phonetic and lexical discovery, we consider unified evaluation metrics, present two new approaches for improving speaker independence in the absence of supervision, and evaluate the application of Bayesian word segmentation algorithms to automatic subword unit tokenizations. Finally, we present two strategies for integrating zero resource techniques into supervised settings, demonstrating the potential of unsupervised methods to improve mainstream technologies

AB - We summarize the accomplishments of a multi-disciplinary workshop exploring the computational and scientific issues surrounding zero resource (unsupervised) speech technologies and related models of early language acquisition. Centered around the tasks of phonetic and lexical discovery, we consider unified evaluation metrics, present two new approaches for improving speaker independence in the absence of supervision, and evaluate the application of Bayesian word segmentation algorithms to automatic subword unit tokenizations. Finally, we present two strategies for integrating zero resource techniques into supervised settings, demonstrating the potential of unsupervised methods to improve mainstream technologies

U2 - 10.1109/ICASSP.2013.6639245

DO - 10.1109/ICASSP.2013.6639245

M3 - Conference contribution

SN - 978-1-4799-0356-6

SP - 8111

EP - 8115

BT - Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on

PB - Institute of Electrical and Electronics Engineers (IEEE)

ER -

Jansen A, Dupoux E, Goldwater S, Johnson M, Khudanpur S, Church K et al. A summary of the 2012 JHU CLSP Workshop on Zero Resource Speech Technologies and Models of Early Language Acquisition. In Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on. Institute of Electrical and Electronics Engineers (IEEE). 2013. p. 8111-8115 doi: 10.1109/ICASSP.2013.6639245

A summary of the 2012 JHU CLSP Workshop on Zero Resource Speech Technologies and Models of Early Language Acquisition

Abstract

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