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
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