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Analysis of the Timing of Spoken Korean Using a Classification and Regression Tree (CART) Model
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  • Analysis of the Timing of Spoken Korean Using a Classification and Regression Tree (CART) Model
  • Analysis of the Timing of Spoken Korean Using a Classification and Regression Tree (CART) Model
저자명
Chung. Hyun-Song,Huckvale. Mark
간행물명
음성과학
권/호정보
2001년|8권 1호|pp.77-91 (15 pages)
발행정보
한국음성과학회
파일정보
정기간행물|ENG|
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이 논문은 한국과학기술정보연구원과 논문 연계를 통해 무료로 제공되는 원문입니다.
서지반출

기타언어초록

This paper investigates the timing of Korean spoken in a news-reading speech style in order to improve the naturalness of durations used in Korean speech synthesis. Each segment in a corpus of 671 read sentences was annotated with 69 segmental and prosodic features so that the measured duration could be correlated with the context in which it occurred. A CART model based on the features showed a correlation coefficient of 0.79 with an RMSE (root mean squared prediction error) of 23 ms between actual and predicted durations in reserved test data. These results are comparable with recent published results in Korean and similar to results found in other languages. An analysis of the classification tree shows that phrasal structure has the greatest effect on the segment duration, followed by syllable structure and the manner features of surrounding segments. The place features of surrounding segments only have small effects. The model has application in Korean speech synthesis systems.