Speaker-independent vowel classification from inaccurate formant features

J. Scalkwyk, P. Vermeulen, E. Barnard
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Abstract

Formant extraction is a notoriously unreliable procedure. Neural networks on the other hand are able to deal with such inaccurate data. It is shown that a multilayer perceptron is able to classify five types of vowels with acceptable accuracy (approximately 74%) when operating on very simple formant-based features.<>
从不准确的构音特征中进行独立于说话人的元音分类
峰提取是出了名的不可靠的程序。另一方面,神经网络能够处理这种不准确的数据。结果表明,当对非常简单的基于共振峰的特征进行操作时,多层感知器能够以可接受的准确率(约74%)对五种类型的元音进行分类
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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