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Speaker-based pronunciation clustering of World Englishes based on pronunciation structure analysis

机译:基于语音结构分析的世界英语基于说话人的发音聚类

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摘要

English is the only language available for global communication. Due to the influence of the students' mother tongue, however, speakers from different regions inevitably have different accents in their pronunciation of English. The ultimate goal of our project is creating a global pronunciation map of World and individual Englishes, for speakers to use to locate similar English pronunciations. The speaker can then find the best English conversation partner. A learner can also know how his pronunciation geographically compares to other varieties. Creating a map mathematically requires a matrix of pronunciation distances among all the speakers considered. This paper investigates invariant pronunciation structure analysis and SVR to predict inter-speaker pronunciation distances for new speaker pairs. The speech accent archive, containing data from worldwide accented English speech, is used as training and testing samples. Experiments show very promising results.
机译:英语是唯一可用于全球交流的语言。然而,由于学生母语的影响,来自不同地区的说话者不可避免地在英语发音上有不同的口音。我们项目的最终目标是创建世界和各个英语的全球发音地图,以使演讲者可以找到相似的英语发音。然后,演讲者可以找到最佳的英语会话伙伴。学习者还可以知道他的发音在地理上与其他品种的比较。在数学上创建地图需要在所有考虑的说话者之间建立一个语音距离矩阵。本文研究了不变的发音结构分析和SVR,以预测新说话者对的说话者之间的发音距离。语音口音档案库包含来自世界范围内具有口音的英语语音的数据,被用作培训和测试样本。实验表明非常有希望的结果。

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