The influence of a filter shape in telephone-based recognition module using PLP parameterization

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Abstract

This paper concerns an influence of a filter shape and a benefit of theHertz-Bark transformation to the word error rate (WER) obtained in a telephonebased speech recognition application working with the Perceptually-based Linear Predictive (PLP) parameterization. Five various shapes of filters (rectangular, narrow and wide trapezium, triangular and the classical PLP filter shape [1]) were compared and an effect of a nonlinear frequency transformation between Hertz and generalized Bark axis was explored. Experiments with 100 speakers and with the vocabulary size of 475 words were performed. During all experiments only the zero-gram language model was used to see better an influence of particular variables to changes of the WER.

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Psutka, J., Müller, L., & Psutka, J. V. (2001). The influence of a filter shape in telephone-based recognition module using PLP parameterization. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 2166, pp. 222–228). Springer Verlag. https://doi.org/10.1007/3-540-44805-5_29

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