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Identifying impaired cochlear implant channels via speech-token confusion matrix analysis

Publication ,  Conference
Remus, JJ; Collins, LM
Published in: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
January 1, 2007

Cochlear implant patients exhibit a wide range of performance on speech recognition tasks. One potential explanation for such variability is the existence of psychophysically observed phenomena that might indicate the presence of anomalous percepts associated with certain electrical stimuli, which in turn could limit the transmission of important auditory cues. Exhaustive psychophysical testing to detect all such psychophysical anomalies is time prohibitive; however, the search for anomalous channels could be expedited with prior information identifying channels potentially containing an anomaly. This study proposes a method of analyzing confusion matrices from speech token recognition tasks with the intent of identifying impaired channels. Results using both normal-hearing subjects tested with impaired acoustic models and cochlear implant subjects suggest that the proposed methods are providing information about the probability of impairment on each channel. © 2007 IEEE.

Duke Scholars

Published In

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

DOI

ISSN

1520-6149

Publication Date

January 1, 2007

Volume

4

Start / End Page

741 / 744
 

Citation

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Remus, J. J., & Collins, L. M. (2007). Identifying impaired cochlear implant channels via speech-token confusion matrix analysis. In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (Vol. 4, pp. 741–744). https://doi.org/10.1109/ICASSP.2007.367019
Remus, J. J., and L. M. Collins. “Identifying impaired cochlear implant channels via speech-token confusion matrix analysis.” In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 4:741–44, 2007. https://doi.org/10.1109/ICASSP.2007.367019.
Remus JJ, Collins LM. Identifying impaired cochlear implant channels via speech-token confusion matrix analysis. In: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 2007. p. 741–4.
Remus, J. J., and L. M. Collins. “Identifying impaired cochlear implant channels via speech-token confusion matrix analysis.” ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, vol. 4, 2007, pp. 741–44. Scopus, doi:10.1109/ICASSP.2007.367019.
Remus JJ, Collins LM. Identifying impaired cochlear implant channels via speech-token confusion matrix analysis. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 2007. p. 741–744.

Published In

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

DOI

ISSN

1520-6149

Publication Date

January 1, 2007

Volume

4

Start / End Page

741 / 744