Using principal component analysis to explore co-variation of vowels

IF 2.8 0 LANGUAGE & LINGUISTICS
Joshua Wilson Black, James Brand, Jen Hay, Lynn Clark
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引用次数: 2

Abstract

This paper presents a methodology for exploring systematic co-variation of vowels using Principal Component Analysis (PCA). As a case study, we examine and build on Brand et al.'s (2021) study of systematic co-variation amongst the monophthongs of New Zealand English (NZE) across speakers born over a 118-year time period. We present PCA as a methodology, with information aimed at readers who may themselves want to use it in a related context. We consider tests for the appropriateness of PCA, how to select Principal Components, and how to interpret them once they have been found. At each stage, we provide code in the R programing language to enable readers to both follow our analysis and apply the same methods to their own data.

Abstract Image

运用主成分分析法探讨元音的共变异
本文提出了一种利用主成分分析(PCA)来探索元音系统共变异的方法。作为案例研究,我们在Brand等人s(2021)对118年内出生的新西兰英语(NZE)单音系之间系统共变异的研究。我们将主成分分析作为一种方法论,信息针对的是那些自己可能想在相关背景下使用它的读者。我们考虑主成分分析的适当性测试,如何选择主成分,以及一旦发现它们如何解释。在每个阶段,我们都提供R编程语言的代码,使读者能够遵循我们的分析,并将相同的方法应用于自己的数据。
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来源期刊
Language and Linguistics Compass
Language and Linguistics Compass LANGUAGE & LINGUISTICS-
CiteScore
5.40
自引率
4.00%
发文量
39
期刊介绍: Unique in its range, Language and Linguistics Compass is an online-only journal publishing original, peer-reviewed surveys of current research from across the entire discipline. Language and Linguistics Compass publishes state-of-the-art reviews, supported by a comprehensive bibliography and accessible to an international readership. Language and Linguistics Compass is aimed at senior undergraduates, postgraduates and academics, and will provide a unique reference tool for researching essays, preparing lectures, writing a research proposal, or just keeping up with new developments in a specific area of interest.
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