Analyzing geospatial variation in articulation rate using crowdsourced speech data

A. Leemann
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引用次数: 11

Abstract

Most recent studies on the geographical distribution of acoustic features analyze comparatively few speakers and localities, both of which may be unrepresentative of the diversity found in larger or more spatially fragmented populations. In the present study we introduce a new paradigm that enables the crowdsourcing of acoustic features through smartphone devices. We used Dialäkt Äpp, a free iOS app that allows users to record themselves, to crowdsource audio data. Nearly 3,000 speakers from 452 localities in German-speaking Switzerland provided recordings; we measured articulation rates for these speakers using a metric based on duration intervals between consecutive vowel onsets. Results revealed distinct regional differences in articulation rate between major dialect regions and individual localities. The specification of 452 localities enabled analyses at an unprecedented spatial resolution. Results further revealed a robust effect of gender, with women articulating significantly more slowly than men. Both the geographical patterns and the effect of gender found in this study corroborate similar findings on Swiss German previously reported in a very limited set of localities, thus verifying the validity of the crowdsourcing framework. Given the application of this new framework, a large bulk of the discussion is devoted to discussing methodological caveats.
利用众包语音数据分析发音率的地理空间变化
最近关于声学特征地理分布的研究分析了相对较少的说话者和地点,这两者可能不代表在更大或更空间碎片化的种群中发现的多样性。在本研究中,我们引入了一种新的范例,通过智能手机设备实现声学特征的众包。我们使用Dialäkt Äpp(一款允许用户录制自己的免费iOS应用)来众包音频数据。来自瑞士德语区452个地区的近3000名发言者提供了录音;我们使用基于连续元音开始之间的持续时间间隔的度量来测量这些扬声器的发音率。结果表明,主要方言区和个别地区之间的发音率存在明显的区域差异。452个地点的详细说明使分析能够以前所未有的空间分辨率进行。结果进一步揭示了性别的强大影响,女性的发音明显比男性慢。本研究中发现的地理模式和性别影响都证实了先前在非常有限的一组地区报道的瑞士德语的类似发现,从而验证了众包框架的有效性。考虑到这个新框架的应用,大量的讨论致力于讨论方法上的警告。
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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