DocumentCode
2280317
Title
Comparison between a measure based on mutual information and frequency importance functions for consonant recognition
Author
Kasturi, Kalyan S.
Author_Institution
Dept. of Electron. & Commun. Eng., RMD Eng. Coll., Chennai, India
fYear
2010
fDate
15-17 Dec. 2010
Firstpage
471
Lastpage
474
Abstract
In this work, we seek to find how the information about consonant recognition pertaining to the various phonemes is distributed in frequency. For this task, we used the mutual information between phonetic labels and spectral energy. The analysis was performed in the perspective of cochlear implants and how information is distributed among the various channels of the cochlear implant. The calculation of mutual information was performed for each of the six channels. The computed values of mutual information between phonetic labels and spectral energy were relatively high for channels 4, 5 and 6. This indicates that those high frequency channels contain relatively high amount of information about phonetic classification for consonant stimuli and is consistent with the existing results from the intelligibility tests. Remarkable correspondence between the mutual information values of individual channels for consonant stimuli and the frequency importance functions for consonant recognition was observed.
Keywords
pattern classification; spectral analysis; speech intelligibility; speech processing; consonant recognition; frequency importance functions; intelligibility tests; phonetic classification; phonetic labels; spectral energy; Frequency measurement; Indexes; Joints; Mutual information; Quantization; Speech; Speech processing; consonant recognition; frequency importance functions; mutual information; speech intelligibility;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal and Image Processing (ICSIP), 2010 International Conference on
Conference_Location
Chennai
Print_ISBN
978-1-4244-8595-6
Type
conf
DOI
10.1109/ICSIP.2010.5697520
Filename
5697520
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