DocumentCode :
394295
Title :
Auditive learning based Chinese F0 prediction
Author :
Jianhua, Tao ; Xing, Ni
Author_Institution :
Nat. Lab of Pattern Recognition, Acad. Sinica, Beijing, China
Volume :
1
fYear :
2003
fDate :
6-10 April 2003
Abstract :
The paper describes a new F0 (fundamental frequency) model based on an auditive learning (AL) method. Being focused on the notion of prosody templates, we confirmed that F0 patterns for a syllable can be extracted from various anamorphoses of F0 contours in spontaneous speech. It is most suitable to use the F0 templates selection method for Chinese F0 prediction with prosody cost function (PCF). Furthermore, an AL method is used to adjust the weight of PCF dynamically in application. Unlike other methods, the approach may give feedback as to exactly what are the crucial parameters determining the successful choice of patterns. The paper also analyzes the error distribution of the F0 prediction results. Both smoothing testing and F0 range testing show that the synthesis results are very close to human speech.
Keywords :
error statistics; feedback; learning (artificial intelligence); natural languages; prediction theory; speech synthesis; Chinese F0 prediction; auditive learning method; error distribution; feedback; fundamental frequency prediction; prosody cost function; prosody templates; range testing; smoothing testing; speech synthesis; spontaneous speech; syllable pattern extraction; Clustering methods; Cost function; Databases; Error analysis; Humans; Pattern recognition; Smoothing methods; Speech synthesis; Stress; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-7663-3
Type :
conf
DOI :
10.1109/ICASSP.2003.1198827
Filename :
1198827
Link To Document :
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