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Citace
p. 295-300, Springer, Berlin, Heidelberg, 2000. : Speaker Identification Using Kalman Cepstral Coefficients . Text, Speech and Dialogue, proceedings of the 3rd International Workshop TSD 2000, Lecture Notes in Artificial Intelligence, vol. 1902,
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Abstrakt
In this paper an approach to speaker identification based on an estimation of parameters of a linear speech-production model is presented. The estimation is based on the discrete Kalman estimator. It is generally supposed that the vocal tract can be modelled by a system with constant parameters over short intervals. Taking this assumption into account, we can derive a special form of the discrete Kalman estimator for the model of speech production. The parameters of the vocal tract model obtained by the above mentioned Kalman estimation are then used to compute a new type of cepstral coefficients which we call Kalman cepstral coefficients (KCCs). These coefficients were used in text-independent speaker identification experiments based on discrete vector quantisation. Achieved results were then compared with results obtained by using the LPC-derived cepstral coefficients (LPCCs). The experiments were performed in a closed group of 591 speakers (312 male, 279 female)
Detail publikace
Název: | Speaker Identification Using Kalman Cepstral Coefficients |
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Autor: | Švenda, Z. ; Radová, V. |
Název - česky: | Identifikace řečníka s využitím Kalmánových kepstrálních koeficientů |
Jazyk publikace: | anglicky |
Datum vydání: | 13.9.2000 |
Rok vydání: | 2000 |
Typ publikace: | Stať ve sborníku |
Název knihy: | Text, Speech and Dialogue, proceedings of the 3rd International Workshop TSD 2000 |
Svazek: | Lecture Notes in Artificial Intelligence |
Číslo vydání: | 1902 |
Strana: | 295 - 300 |
DOI: | 10.1007/3-540-45323-7_50 |
ISBN: | 3-540-41042-2 |
Nakladatel: | Springer |
Místo vydání: | Berlin, Heidelberg |
Datum: | 13.9.2000 - 16.9.2000 |
Klíčová slova
speaker identification, discrete Kalman estimator, Kalman cepstral coefficients
BibTeX
@INPROCEEDINGS{SvendaZ_2000_Speaker, author = {\v{S}venda, Z. and Radov\'{a}, V.}, title = {Speaker Identification Using Kalman Cepstral Coefficients}, year = {2000}, publisher = {Springer}, address = {Berlin, Heidelberg}, volume = {1902}, pages = {295-300}, booktitle = {Text, Speech and Dialogue, proceedings of the 3rd International Workshop TSD 2000}, series = {Lecture Notes in Artificial Intelligence}, ISBN = {3-540-41042-2}, doi = {10.1007/3-540-45323-7_50}, url = {http://www.kky.zcu.cz/en/publications/SvendaZ_2000_Speaker}, }