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Investigating Effect of Rich Syntactic Features on Mandarin Prosodic Boundaries Prediction
Che, Hao; Li, Ya; Tao, Jianhua; Wen, Zhengqi
Source PublicationJOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY
2016-02-01
Volume82Issue:2Pages:263-271
SubtypeArticle
AbstractPrevious researches indicated that syntactic information could improve the performance of automatic prosodic boundaries prediction. However, few researches focused on the usefulness of various syntactic features on different phrase boundaries prediction in detail, especially the verification on large-scale corpus. This paper investigates the effect of different syntactic feature combinations for phrase boundaries prediction based on a large-scale Mandarin corpus. Syntactic phrase structure and dependency relationship are both introduced and compared in the experiments. The evaluations of all the features in different time-span as well as feature importance are also carried out. The experimental results show that prediction models of prosodic word and prosodic phrase achieve the best performance with syntactic phrase and dependency features, while the models with dependency features outperform other models when predicting intonational phrase. Furthermore, the performance of intonational phrase is improved obviously by concerning syntactic global features. Meanwhile, the experiments also find that the relationship between syntactic local features and lower level prosodic boundaries: prosodic phrase and prosodic word, is closer.
KeywordRich Syntactic Features Prosodic Phrase Boundaries Dependency Features Syntactic Phrase Features
WOS HeadingsScience & Technology ; Technology
DOI10.1007/s11265-015-1013-5
WOS KeywordMODEL
Indexed BySCI
Language英语
Funding OrganizationNational Natural Science Foundation of China (NSFC)(61273288 ; Major Program for the National Social Science Fund of China(13ZD189) ; 61233009 ; 61203258 ; 61305003 ; 61332017 ; 61375027)
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Information Systems ; Engineering, Electrical & Electronic
WOS IDWOS:000371299700013
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Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/10764
Collection模式识别国家重点实验室_语音交互
AffiliationChinese Acad Sci, Inst Automat, Beijing, Peoples R China
Recommended Citation
GB/T 7714
Che, Hao,Li, Ya,Tao, Jianhua,et al. Investigating Effect of Rich Syntactic Features on Mandarin Prosodic Boundaries Prediction[J]. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY,2016,82(2):263-271.
APA Che, Hao,Li, Ya,Tao, Jianhua,&Wen, Zhengqi.(2016).Investigating Effect of Rich Syntactic Features on Mandarin Prosodic Boundaries Prediction.JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY,82(2),263-271.
MLA Che, Hao,et al."Investigating Effect of Rich Syntactic Features on Mandarin Prosodic Boundaries Prediction".JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY 82.2(2016):263-271.
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