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揭示元音间协同发音的声学效应:一种统计建模方法。

Unmasking the acoustic effects of vowel-to-vowel coarticulation: A statistical modeling approach.

作者信息

Cole Jennifer, Linebaugh Gary, Munson Cheyenne, McMurray Bob

机构信息

Department of Linguistics, University of Illinois at Urbana-Champaign, 707 South Mathews, Urbana, IL 61801, USA.

出版信息

J Phon. 2010 Apr 1;38(2):167-184. doi: 10.1016/j.wocn.2009.08.004.

Abstract

Coarticulation is a source of acoustic variability for vowels, but how large is this effect relative to other sources of variance? We investigate acoustic effects of anticipatory V-to-V coarticulation relative to variation due to the following C and individual speaker. We examine F1 and F2 from V1 in 48 V1-C#V2 contexts produced by 10 speakers of American English. ANOVA reveals significant effects of both V2 and C on F1 and F2 measures of V1. The influence of V2 and C on acoustic variability relative to that of speaker and target vowel identity is evaluated using hierarchical linear regression. Speaker and target vowel account for roughly 80% of the total variance in F1 and F2, but when this variance is partialed out C and V2 account for another 18% (F1) and 63% (F2) of the remaining target vowel variability. Multinomial logistic regression (MLR) models are constructed to test the power of target vowel F1 and F2 for predicting C and V2 of the upcoming context. Prediction accuracy is 58% for C-Place, 76% for C-Voicing and 54% for V2, but only when variance due to other sources is factored out. MLR is discussed as a model of the parsing mechanism in speech perception.

摘要

协同发音是元音声学变异的一个来源,但相对于其他变异来源,这种影响有多大呢?我们研究了预期的元音到元音协同发音相对于后续辅音和个体说话者所产生变异的声学效应。我们考察了10位美国英语使用者在48种V1-C#V2语境中V1的F1和F2。方差分析显示V2和C对V1的F1和F2测量值均有显著影响。使用分层线性回归评估V2和C相对于说话者和目标元音身份对声学变异的影响。说话者和目标元音约占F1和F2总变异的80%,但当去除这部分变异后,C和V2分别占剩余目标元音变异的另外18%(F1)和63%(F2)。构建多项逻辑回归(MLR)模型来测试目标元音F1和F2对预测后续语境中C和V2的能力。对于C的发音部位预测准确率为58%,对于C的浊音预测准确率为76%,对于V2预测准确率为54%,但前提是要去除其他来源的变异。讨论了MLR作为语音感知中解析机制的一种模型。

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