讽刺
普通话
语音识别
心理学
质量(理念)
共振峰
听力学
语音分析
噪音(视频)
计算机科学
沟通
人工智能
语言学
元音
讽刺
医学
物理
哲学
图像(数学)
量子力学
作者
Shanpeng Li,Wentao Gu,Lei Liu,Ping Tang
出处
期刊:Journal of Speech Language and Hearing Research
[American Speech–Language–Hearing Association]
日期:2020-08-07
卷期号:63 (8): 2578-2588
被引量:14
标识
DOI:10.1044/2020_jslhr-19-00166
摘要
Purpose Sarcasm is a specialized speech act in daily vocal communication usually characterized by unique prosodic features, but the role of voice quality in expressing sarcasm has not been explored much. The goal of this study is to explore the voice quality features of Mandarin sarcastic speech in comparison to sincere speech. Method Fifteen male and 15 female native speakers of Mandarin uttered 31 target sentences with both sincere and sarcastic attitudes. Nine voice quality parameters extracted from the acoustic and electroglottographic signals were analyzed using a linear mixed model, and a classification analysis using a random forest algorithm was conducted to identify the relative contribution of these parameters to the differentiation between sincere and sarcastic utterances. Results In comparison to sincere speech, sarcastic speech had a creakier voice, which was characterized by a lower fundamental frequency, a greater degree of vocal fold adduction (i.e., higher contact quotient), lesser noise (i.e., higher harmonics-to-noise ratio), and more multiple pulsing (i.e., higher subharmonic-to-harmonic ratio). The interaction effect revealed a gender difference in the use of creakier voice to express sarcasm in Mandarin. The classification analysis using the random forest algorithm showed that the nine voice quality parameters resulted in 84.0% and 83.7% identification rates for sarcastic and sincere utterances, respectively. Conclusions The results of this preliminary study support the role of voice quality in expressing sarcasm in Mandarin speech. Using a set of voice quality parameters, sarcastic and sincere utterances can be effectively identified. Furthermore, there is a gender difference in the use of creakier voice in expressing Mandarin sarcastic speech. Supplemental Material https://doi.org/10.23641/asha.12743780
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