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
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;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366948