Towards machines that know when they do not know: Summary of work done at 2014 Frederick Jelinek Memorial Workshop

Hynek Hermansky; Lukáš Burget; Jordan Cohen; Emmanuel Dupoux; Naomi Feldman; John Godfrey; Sanjeev Khudanpur; Matthew Maciejewski; Sri Harish Mallidi; Anjali Menon; Tetsuji Ogawa; Vijayaditya Peddinti; Richard Rose; Richard Stern; Matthew Wiesner; Karel Veselý

doi:10.1109/ICASSP.2015.7178924

Towards machines that know when they do not know: Summary of work done at 2014 Frederick Jelinek Memorial Workshop

Hynek Hermansky, Lukáš Burget, Jordan Cohen, Emmanuel Dupoux, Naomi Feldman, John Godfrey, Sanjeev Khudanpur, Matthew Maciejewski, Sri Harish Mallidi, Anjali Menon, Tetsuji Ogawa, Vijayaditya Peddinti, Richard Rose, Richard Stern, Matthew Wiesner, Karel Veselý

School of Fundamental Science and Engineering

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

7 Citations (Scopus)

Abstract

A group of junior and senior researchers gathered as a part of the 2014 Frederick Jelinek Memorial Workshop in Prague to address the problem of predicting the accuracy of a nonlinear Deep Neural Network probability estimator for unknown data in a different application domain from the domain in which the estimator was trained. The paper describes the problem and summarizes approaches that were taken by the group¹.

Original language	English
Title of host publication	2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	5009-5013
Number of pages	5
ISBN (Electronic)	9781467369978
DOIs	https://doi.org/10.1109/ICASSP.2015.7178924
Publication status	Published - 2015 Aug 4
Event	40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Brisbane, Australia Duration: 2014 Apr 19 → 2014 Apr 24

Publication series

Name	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume	2015-August
ISSN (Print)	1520-6149

Other

Other	40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015
Country	Australia
City	Brisbane
Period	14/4/19 → 14/4/24

Keywords

Performance monitoring
confidence estimation
multistream recognition of speech

ASJC Scopus subject areas

Software
Signal Processing
Electrical and Electronic Engineering

Access to Document

10.1109/ICASSP.2015.7178924

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Hermansky, H., Burget, L., Cohen, J., Dupoux, E., Feldman, N., Godfrey, J., Khudanpur, S., Maciejewski, M., Mallidi, S. H., Menon, A., Ogawa, T., Peddinti, V., Rose, R., Stern, R., Wiesner, M., & Veselý, K. (2015). Towards machines that know when they do not know: Summary of work done at 2014 Frederick Jelinek Memorial Workshop. In 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings (pp. 5009-5013). [7178924] (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 2015-August). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICASSP.2015.7178924

Towards machines that know when they do not know : Summary of work done at 2014 Frederick Jelinek Memorial Workshop. / Hermansky, Hynek; Burget, Lukáš; Cohen, Jordan; Dupoux, Emmanuel; Feldman, Naomi; Godfrey, John; Khudanpur, Sanjeev; Maciejewski, Matthew; Mallidi, Sri Harish; Menon, Anjali; Ogawa, Tetsuji; Peddinti, Vijayaditya; Rose, Richard; Stern, Richard; Wiesner, Matthew; Veselý, Karel.

2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. p. 5009-5013 7178924 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 2015-August).

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

Hermansky, H, Burget, L, Cohen, J, Dupoux, E, Feldman, N, Godfrey, J, Khudanpur, S, Maciejewski, M, Mallidi, SH, Menon, A, Ogawa, T, Peddinti, V, Rose, R, Stern, R, Wiesner, M & Veselý, K 2015, Towards machines that know when they do not know: Summary of work done at 2014 Frederick Jelinek Memorial Workshop. in 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings., 7178924, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, vol. 2015-August, Institute of Electrical and Electronics Engineers Inc., pp. 5009-5013, 40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015, Brisbane, Australia, 14/4/19. https://doi.org/10.1109/ICASSP.2015.7178924

Hermansky H, Burget L, Cohen J, Dupoux E, Feldman N, Godfrey J et al. Towards machines that know when they do not know: Summary of work done at 2014 Frederick Jelinek Memorial Workshop. In 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2015. p. 5009-5013. 7178924. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). https://doi.org/10.1109/ICASSP.2015.7178924

Hermansky, Hynek ; Burget, Lukáš ; Cohen, Jordan ; Dupoux, Emmanuel ; Feldman, Naomi ; Godfrey, John ; Khudanpur, Sanjeev ; Maciejewski, Matthew ; Mallidi, Sri Harish ; Menon, Anjali ; Ogawa, Tetsuji ; Peddinti, Vijayaditya ; Rose, Richard ; Stern, Richard ; Wiesner, Matthew ; Veselý, Karel. / Towards machines that know when they do not know : Summary of work done at 2014 Frederick Jelinek Memorial Workshop. 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 5009-5013 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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Towards machines that know when they do not know: Summary of work done at 2014 Frederick Jelinek Memorial Workshop

Abstract

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Keywords

ASJC Scopus subject areas

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