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Modeling Vietnamese Speech Prosody: A Step-by-Step Approach Towards an Expressive Speech Synthesis System

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Trends and Applications in Knowledge Discovery and Data Mining

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 9441))

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Abstract

Attempts to add expressivity to synthesized speech is one of the main strategies in speech technologies. This paper summarizes our researches on modeling Vietnamese prosody, with the goal of improving naturalness of synthesized speech in Vietnamese, as well as integrating expressivities (i.e. emotion/attitude). Based on the concept of “rendez-vous” between linguistic levels and prosodic functions, the prosody of utterance is proposed to be decomposed into several components. Therefore, each component is step by step modeled by an independent model: a dynamic linear segment model for tones, a relative registers model for F0 level of syllable, a rule-based approach for phrasing modeling and a F0 stylization modeling for the expressive function. All proposed models were integrated in speech Text-to-speech systems and also were evaluated by perception experiments.

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References

  1. Scherer, K.R., Ellgring, H.: Multimodal expression of emotion: affect programs or componential appraisal patterns? Emotion 7(1), 158 (2007)

    Article  Google Scholar 

  2. Nguyen, D.T., Luong, C.M., Vu, B.K., Mixdorff, H., Ngo, H.H.: Fujisaki model based F0 contours in vietnamese TTS. In: INTERSPEECH (2004)

    Google Scholar 

  3. Fujisaki, H., Gu, W.: Phonological representation of tone systems of some tone languages based on the command-response model for F0 contour generation. In: Tonal Aspects of Languages (2006)

    Google Scholar 

  4. Do Dat, T., Castelli, E., Hung, L.X., Serignat, J.-F., Van Loan, T.: Linear F0 contour model for Vietnamese tones and Vietnamese syllable synthesis with TD-PSOLA. In: Second International Symposium on Tonal Aspects of Languages (2006)

    Google Scholar 

  5. Trần, Đ.Đ.: Synthèse de la parole à partir du texte en langue Vietnamienne. INPG, Grenoble (2007)

    Google Scholar 

  6. Aubergé, V.: A gestalt morphology of prosody directed by functions: the example of a step by step model developed at ICP. In: International Conference on Speech Prosody 2002 (2002)

    Google Scholar 

  7. Morlec, Y., Bailly, G., Aubergé, V.: Generating the prosody of attitudes. In: Intonation: Theory, Models and Applications (1997)

    Google Scholar 

  8. Chen, G.-P., Bailly, G., Liu, Q.-F., Wang, R.-H.: A superposed prosodic model for Chinese text-to-speech synthesis. In: 2004 International Symposium on Chinese Spoken Language Processing, pp. 177–180 (2004)

    Google Scholar 

  9. Yên, P.T.N., Castelli, E., Cuong, N.Q.: Gabarits des tons vietnamiens. In: JEP 2002, Journées d’Etude Sur Parole XXIV, Nancy, France, pp 23–26 (2002)

    Google Scholar 

  10. Do, T.T., Takara, T.: Vietnamese text-to-speech system with precise tone generation. Acoust. Sci. Technol. 25(5), 347–353 (2004)

    Article  Google Scholar 

  11. Mixdorff, H., Nguyen, B.H., Fujisaki, H., Luong, C.M.: Quantitative analysis and synthesis of syllabic tones in Vietnamese. In: EuroSpeech2003, Geneva, pp. 177–180 (2003)

    Google Scholar 

  12. Fujisakia, H., Gu, W.: Phonological representation of tone systems of some tone languages based on the command-response model for F0 contour generation. In: TAL2006, pp. 59–62 (2006)

    Google Scholar 

  13. Trần, Đ.Đ., Castelli, E., Serignat, J.-F., Trinh, V.L., Le, X.H.: Influence of F0 on Vietnamese syllable perception. Presented at the Interspeech 2005, Lisbon, Portugal, pp. 1697–1700 (2005)

    Google Scholar 

  14. Nguyen, Q.C.: Reconnaissance de la parole en langue Vietnamienne. Ph.D. thesis, INP- Grenoble, Grenoble, France (2002)

    Google Scholar 

  15. Trần, Đ.Đ., Castelli, E., Lê, X.H., Segrinat, J.F., Văn Loan, T.: Linear F0 contour model for Vietnamese tones and vietnamese syllable synthesis with TD-PSOLA. In: TAL2006, France, pp. 103–107 (2006)

    Google Scholar 

  16. Chou, F.-C., Tseng, C.Y., Lee, L.-S.: Automatic generation of prosodic structure for high quality Mandarin speech synthesis. In: ICSLP (1996)

    Google Scholar 

  17. Tao, J., Dong, H., Zhao, S.: Rule learning based Chinese prosodic phrase prediction. In: 2003 International Conference on Natural Language Processing and Knowledge Engineering. Proceedings, pp. 425–432 (2003)

    Google Scholar 

  18. Doukhan, D., Rilliard, A., Rosset, S., d’ Alessandro, C.: Modelling pause duration as a function of contextual length. In: INTERSPEECH (2012)

    Google Scholar 

  19. Apel, J., Neubarth, F., Pirker, H., Trost, H.: Have a break! Modelling pauses in German speech. In: KONVENS (2004)

    Google Scholar 

  20. Chistikov, P., Khomitsevich, O.: Improving prosodic break detection in a Russian TTS system. In: Železný, M., Habernal, I., Ronzhin, A. (eds.) SPECOM 2013. LNCS, vol. 8113, pp. 181–188. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  21. Jokisch, O., Kruschke, H., Hoffmann, R.: Prosodic reading style simulation for text-to-speech synthesis. In: Tao, J., Tan, T., Picard, R.W. (eds.) ACII 2005. LNCS, vol. 3784, pp. 426–432. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  22. Parlikar, A.: Style-Specific Phrasing in Speech Synthesis. Carnegie Mellon University, Pittsburgh (2013)

    Google Scholar 

  23. Selkirk, E.O.: On Prosodic Structure and Its Relation to Syntactic Structure. Indiana University Linguistics Club, Bloomington (1980)

    Google Scholar 

  24. Selkirk, E.: The syntax-phonology interface. In: Goldsmith, J., Riggle, J., Yu, A.C.L. (eds.) The Handbook of Phonological Theory, pp. 435–484. Wiley, New York (2011)

    Chapter  Google Scholar 

  25. Nespor, M., Vogel, I.: Prosodic structure above the word. In: Cutler, D.A., Ladd, D.D.R. (eds.) Prosody: Models and Measurements, pp. 123–140. Springer, Berlin Heidelberg (1983)

    Chapter  Google Scholar 

  26. Hayes, B.: The prosodic hierarchy in meter. Phon. Phonol. 1, 201–260 (1989)

    Google Scholar 

  27. Dehé, N., Feldhausen, I., Ishihara, S.: The prosody–syntax interface: focus, phrasing, language evolution. Lingua 121(13), 1863–1869 (2011)

    Article  Google Scholar 

  28. Viet, H.A., Thu, D.T.P., Thang, H.Q.: Vietnamese parsing applying the PCFG model. In: Proceedings of the Second Asia Pacific International Conference on Information Science and Technology, Vietnam (2007)

    Google Scholar 

  29. Nguyen, P.-T., Vu, X.-L., Nguyen, T.-M.-H., Nguyen, V.-H., Le, H.-P.: Building a large syntactically-annotated corpus of Vietnamese. In: Proceedings of the Third Linguistic Annotation Workshop, Suntec, Singapore, pp. 182–185 (2009)

    Google Scholar 

  30. Le, A.-C., Nguyen, P.-T., Vuong, H.-T., Pham, M.-T., Ho, T.-B.: An experimental study on lexicalized statistical parsing for Vietnamese. In: Proceedings of the 2009 International Conference on Knowledge and Systems Engineering, Hanoi, Vietnam, pp. 162–167 (2009)

    Google Scholar 

  31. Le, V.-B., Besacier, L.: Automatic speech recognition for under-resourced languages: application to Vietnamese language. IEEE Trans. Audio Speech Lang. Process. 17(8), 1471–1482 (2009)

    Article  Google Scholar 

  32. Tran, D.D., Castelli, E.: Generation of F0 contours for Vietnamese speech synthesis. In: Proceedings of the third International Conference on Communications and Electronics (ICCE), Nha Trang, Vietnam, pp. 158–162 (2010)

    Google Scholar 

  33. Trang, N.T.T., Rilliard, A., Trần, Đ.Đ., D’Alessandro, C.: Prosodic phrasing modeling for Vietnamese TTS using syntactic information. In: INTERSPEECH 2014, Singapore, pp. 2332–2336 (2014)

    Google Scholar 

  34. Le Thi, X.: Etude contrastive de l’intonation expressive en français et en vietnamien. Ph.D. thesis, Université Paris 3, Paris, France (1989)

    Google Scholar 

  35. Shochi, T., Aubergé, V., Rilliard, A.: How prosodic attitudes can be false friends: Japanese vs. French social affects. In: Speech Prosody, Dresden, pp. 692–696 (2006)

    Google Scholar 

  36. Mac, D.-K., Aubergé, V., Rilliard, A., Castelli, E.: Audio-visual prosody of social attitudes in Vietnamese: building and evaluating a tones balanced corpus. In: Tenth Annual Conference of the International Speech Communication Association (2009)

    Google Scholar 

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Acknowledgment

We would like to thank Mrs. NGUYEN Thi Thu Trang for her contributions in the frame work of the paper and of the research group.

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Correspondence to Do-Dat Tran .

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Mac, DK., Tran, DD. (2015). Modeling Vietnamese Speech Prosody: A Step-by-Step Approach Towards an Expressive Speech Synthesis System. In: Li, XL., Cao, T., Lim, EP., Zhou, ZH., Ho, TB., Cheung, D. (eds) Trends and Applications in Knowledge Discovery and Data Mining. Lecture Notes in Computer Science(), vol 9441. Springer, Cham. https://doi.org/10.1007/978-3-319-25660-3_23

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  • DOI: https://doi.org/10.1007/978-3-319-25660-3_23

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