Effects of Speaking Rate on Speech and Silent Speech Recognition

被引:2
|
作者
Pandey, Laxmi [1 ]
Arif, Ahmed Sabbir [1 ]
机构
[1] Univ Calif Merced, Inclus Interact Lab, Merced, CA 95343 USA
关键词
Speech; silent speech; speaking rate; recognition; 2ND-LANGUAGE LEARNERS FLUENCY; QUANTITATIVE ASSESSMENT; WORD-FREQUENCY; DURATION; SPOKEN; AGE;
D O I
10.1145/3491101.3519611
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Speaking rate or the speed at which a person speaks is a fundamental user characteristic. This work investigates the rate in which users speak when interacting with speech and silent speech-based methods. Results revealed that native users speak about 8% faster than non-native users, but both groups slow down at comparable rates (34-40%) when interacting with these methods, mostly to increase their accuracy rates. A follow-up experiment confirms that slowing down does improve the accuracy of these methods. Both methods yield the best accuracy rates when speaking at 0.75x of the actual speaking rate. A post-hoc error analysis revealed that speech and silent speech methods and native and non-native speakers are susceptible to different types of errors.
引用
收藏
页数:8
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