DocumentCode
2702193
Title
Information Theoretic Analysis of Direct Articulatory Measurements for Phonetic Discrimination
Author
Silva, Gloria ; Rangarajan, V. ; Rozgic, Viktor ; Narayanan, Shrikanth
Author_Institution
Signal Anal. & Interpretation Lab., Univ. of Southern California, CA, USA
Volume
4
fYear
2007
fDate
15-20 April 2007
Abstract
This paper focuses on the analysis of speech production signals (physical measurements from electromagnetic articulograph) from the perspective of phone discrimination. We explore two different signal representation schemes for the articulatory signals, one based on time-domain analysis and the other based on frequency domain. We quantify the amount of discrimination information offered by the speech production signals in identifying the phone labels through mutual information. Mutual information analyses establish that substantial discrimination information is present in the articulatory stream. Furthermore, phonological classification results with articulatory signals indicate higher accuracy compared to the acoustic signal.
Keywords
frequency-domain analysis; information theory; speech; speech processing; time-domain analysis; articulatory signals; direct articulatory measurements; frequency domain analysis; information theoretic analysis; phonetic discrimination; phonological classification; signal representation schemes; speech production signal analysis; time-domain analysis; Electromagnetic analysis; Electromagnetic measurements; Frequency domain analysis; Information analysis; Mutual information; Signal analysis; Signal processing; Signal representations; Speech analysis; Time domain analysis; Analysis of articulatory measurements; automatic speech recognition; non-parametric mutual information estimation; phonological classification;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location
Honolulu, HI
ISSN
1520-6149
Print_ISBN
1-4244-0727-3
Type
conf
DOI
10.1109/ICASSP.2007.366948
Filename
4218136
Link To Document