DocumentCode
1900313
Title
Speaker independent phoneme recognition with an auditory model and a neural network: a comparison with traditional techniques
Author
Anderson, Timothy R.
Author_Institution
Harry G. Armstrong Aerosp. Med. Res. Lab., Wright-Patterson AFB, OH, USA
fYear
1991
fDate
14-17 Apr 1991
Firstpage
149
Abstract
Experiments were conducted that compared the phoneme recognition performances of two different preprocessing methods and classification schemes. Results showed that both representations (the auditory model and discrete Fourier transform) and classification schemes (self-organizing feature maps and K -means clustering) perform equivalently in terms of phoneme recognition accuracy (30%) under the conditions tested (high signal-to-noise ratio, average spectral vectors, and five sentences each from ten speakers). However, the two representations make different types of broad class errors. Both the auditory model representation and the neural network classifier have an advantage in providing codebooks with lower distortion and higher entropy than their counterparts
Keywords
acoustic signal processing; hearing; neural nets; physiological models; speech analysis and processing; speech recognition; DFT; K-means clustering; SNR; auditory model; average spectral vectors; broad class errors; classification schemes; codebooks; discrete Fourier transform; distortion; neural network; phoneme recognition accuracy; preprocessing methods; self-organizing feature maps; sentences; signal-to-noise ratio; speaker independent recognition; Biological information theory; Biological system modeling; Biomedical signal processing; Biomembranes; Discrete Fourier transforms; Neural networks; Signal processing; Speech analysis; Speech processing; Speech recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 1991. ICASSP-91., 1991 International Conference on
Conference_Location
Toronto, Ont.
ISSN
1520-6149
Print_ISBN
0-7803-0003-3
Type
conf
DOI
10.1109/ICASSP.1991.150299
Filename
150299
Link To Document