Skip to main content

Part of the book series: Prosody, Phonology and Phonetics ((PRPHPH))

  • 868 Accesses

Abstract

Degrees of freedom (DOF) refer to the number of free parameters in a model that need to be independently controlled to generate the intended output. In this chapter, we discuss how DOF is a critical issue not only for computational modeling, but also for theoretical understanding of prosody. The relevance of DOF is examined from the perspective of the motor control of articulatory movements, the acquisition of speech production skills, and the communicative functions conveyed by prosody. In particular, we explore the issue of DOF in the temporal aspect of speech and show that, due to certain fundamental constraints in the execution of motor movements, there is likely minimal DOF in the relative timing of prosodic and segmental events at the level of articulatory control.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 89.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 119.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 119.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Arvaniti, A., and D. R. Ladd. 2009. Greek wh-questions and the phonology of intonation. Phonology 26 (01): 43–74.

    Article  Google Scholar 

  • Bailly, G., and B. Holm. 2005. SFC: A trainable prosodic model. Speech Communication 46:348–364.

    Article  Google Scholar 

  • Bernstein, N. A. 1967. The co-ordination and regulation of movements. Oxford: Pergamon.

    Google Scholar 

  • Bolinger, D. 1989. Intonation and its uses—melody in grammar and discourse. California: Stanford University Press.

    Google Scholar 

  • Chen, Y., and Y. Xu. 2006. Production of weak elements in speech—evidence from f0 patterns of neutral tone in standard chinese. Phonetica 63:47–75.

    Article  Google Scholar 

  • Cheng, C., and Y. Xu 2013. Articulatory limit and extreme segmental reduction in Taiwan Mandarin. Journal of the Acoustical Society of America 134 (6):4481–4495.

    Article  Google Scholar 

  • Fujisaki, H. 1983. Dynamic characteristics of voice fundamental frequency in speech and singing. In The production of speech, ed. P. F. MacNeilage, 39–55. New York: Springer-Verlag.

    Chapter  Google Scholar 

  • Fujisaki, H., C. Wang. Ohno, S., and Gu, W. 2005. Analysis and synthesis of fundamental frequency contours of standard Chinese using the command–response model. Speech communication 47:59–70.

    Article  Google Scholar 

  • Gao, M. 2009. Gestural coordination among vowel, consonant and tone gestures in Mandarin Chinese. Chinese Journal of Phonetics 2:43–50.

    Google Scholar 

  • Gu, W., K. Hirose, and H. Fujisaki. 2007. Analysis of tones in Cantonese speech based on the command-response model. Phonetica 64:29–62.

    Article  Google Scholar 

  • Hirst, D. J. 2005. Form and function in the representation of speech prosody. Speech Communication 46:334–347.

    Article  Google Scholar 

  • Jordan, M. I., and D. E. Rumelhart. 1992. Forward models: Supervised learning with a distal teacher. Cognitive Science 16:316–354.

    Article  Google Scholar 

  • Kelso, J. A. S. 1984. Phase transitions and critical behavior in human bimanual coordination. American Journal of Physiology: Regulatory, Integrative and Comparative 246:R1000–R1004.

    Google Scholar 

  • Kelso, J. A. S., D. L. Southard, and D. Goodman. 1979. On the nature of human interlimb coordination. Science 203:1029–1031.

    Article  Google Scholar 

  • Kelso, J. A. S., K. G. Holt, P. Rubin, and P. N. Kugler. 1981. Patterns of human interlimb coordination emerge from the properties of non-linear, limit cycle oscillatory processes: Theory and data. Journal of Motor Behavior 13:226–261.

    Article  Google Scholar 

  • Kuo, Y.-C., Y. Xu, and M. Yip. 2007. The phonetics and phonology of apparent cases of iterative tonal change in standard chinese. In Tones and tunes Vol. 2: Experimental studies in word and sentence prosody, ed. C. Gussenhoven and T. Riad, 211–237. Berlin: Mouton de Gruyter.

    Chapter  Google Scholar 

  • Ladd, D. R. 2008. Intonational phonology. Cambridge: Cambridge University Press.

    Book  Google Scholar 

  • Latash, M. L. 2012. Fundamentals of motor control. London: Academic Press.

    Google Scholar 

  • Liu, F., Y. Xu, S, Prom-on, and A. C. L. Yu. 2013. Morpheme-like prosodic functions: Evidence from acoustic analysis and computational modeling. Journal of Speech Sciences 3 (1): 85–140.

    Google Scholar 

  • Mechsner, F., D. Kerzel, G. Knoblich, and W. Prinz. 2001. Perceptual basis of bimanual coordination. Nature 414:69–73.

    Article  Google Scholar 

  • Mixdorff, H. 2000. A novel approach to the fully automatic extraction of fujisaki model parameters. In Proceedings of ICASSP 2000, Istanbul, Turkey, 1281–1284.

    Google Scholar 

  • Mixdorff, H. 2012. The application of the Fujisaki model in quantitative prosody research. In Understanding prosody—The role of context, function, and communication, ed. O. Niebuhr, 55–74. New York: Walter de Gruyter.

    Google Scholar 

  • Pierrehumbert, J. 1980. The phonology and phonetics of English intonation. PhD. Diss., MIT, Cambridge, MA. (Published in 1987 by Indiana University Linguistics Club, Bloomington).

    Google Scholar 

  • Pierrehumbert, J., and M. Beckman. 1988. Japanese tone structure. Cambridge: The MIT Press.

    Google Scholar 

  • Prom-on, S., Y. Xu, and B. Thipakorn. 2009. Modeling tone and intonation in Mandarin and English as a process of target approximation. Journal of the Acoustical Society of America 125:405–424.

    Article  Google Scholar 

  • Prom-on, S., F. Liu, and Y. Xu 2012. Post-low bouncing in Mandarin chinese: Acoustic analysis and computational modeling. Journal of the Acoustical Society of America. 132:421–432.

    Article  Google Scholar 

  • Schmidt, R. C., C. Carello, and M. T. Turvey. 1990. Phase transitions and critical fluctuations in the visual coordination of rhythmic movements between people. Journal of Experimental Psychology: Human Perception and Performance 16:227–247.

    Google Scholar 

  • Shih, C. 1986. The prosodic domain of tone sandhi in Chinese. PhD. Diss., University of California, San Diego.

    Google Scholar 

  • Sundberg, J. 1979. Maximum speed of pitch changes in singers and untrained subjects. Journal of Phonetics 7:71–79.

    Google Scholar 

  • ’t Hart, J., R. Collier, and A. Cohen. 1990. A perceptual study of intonation—An experimental-phonetic approach to speech melody. Cambridge: Cambridge University Press.

    Google Scholar 

  • Taylor, P. 2000. Analysis and synthesis of intonation using the tilt model. Journal of the Acoustical Society of America 107:1697–1714.

    Article  Google Scholar 

  • Thorsen, N. G. 1980. A study of the perception of sentence intonation—Evidence from Danish. Journal of the Acoustical Society of America 67:1014–1030.

    Article  Google Scholar 

  • van Santen, J., A. Kain, E. Klabbers, and T. Mishra. 2005. Synthesis of prosody using multi-level unit sequences. Speech Communication 46:365–375.

    Article  Google Scholar 

  • Wagner, M. 2005. Prosody and recursion. PhD. Diss., Massachusetts Institute of Technology.

    Google Scholar 

  • Xu, Y. 1998. Consistency of tone-syllable alignment across different syllable structures and speaking rates. Phonetica 55:179–203.

    Article  Google Scholar 

  • Xu, Y. 1999. Effects of tone and focus on the formation and alignment of F0 contours. Journal of Phonetics 27:55–105.

    Article  Google Scholar 

  • Xu, Y. 2004. Understanding tone from the perspective of production and perception. Language and Linguistics 5:757–797.

    Google Scholar 

  • Xu, Y. 2005. Speech melody as articulatorily implemented communicative functions. Speech Communication 46:220–251.

    Article  Google Scholar 

  • Xu, Y. 2007. Speech as articulatory encoding of communicative functions. Proceedings of the 16th international congress of phonetic sciences, Saarbrucken, 25–30.

    Google Scholar 

  • Xu, Y. 2011. Speech prosody: A methodological review. Journal of Speech Sciences 1:85–115.

    Google Scholar 

  • Xu, Y., and F. Liu. 2006. Tonal alignment, syllable structure and coarticulation: Toward an integrated model. Italian Journal of Linguistics 18:125–159.

    Google Scholar 

  • Xu, Y., and S. Prom-on. 2010–2014. PENTAtrainer1.praat. http://www.phon.ucl.ac.uk/home/yi/PENTAtrainer1/. Accessed 24 Nov 2013.

  • Xu, Y., and S. Prom-on 2014. Toward invariant functional representations of variable surface fundamental frequency contours: Synthesizing speech melody via model-based stochastic learning. Speech Communication 57:181–208.

    Article  Google Scholar 

  • Xu, Y., and X. Sun. 2002. Maximum speed of pitch change and how it may relate to speech. Journal of the Acoustical Society of America 111:1399–1413.

    Article  Google Scholar 

  • Xu, Y., and M. Wang. 2009. Organizing syllables into groups—Evidence from F0 and duration patterns in Mandarin. Journal of Phonetics 37:502–520.

    Google Scholar 

  • Xu, Y., and Q. E. Wang. 2001. Pitch targets and their realization: Evidence from Mandarin Chinese. Speech Communication 33:319–337.

    Article  Google Scholar 

  • Xu, C. X., and Y. Xu 2003. Effects of consonant aspiration on Mandarin tones. Journal of the International Phonetic Association 33:165–181.

    Article  Google Scholar 

  • Xu, Y., and C. X. Xu. 2005. Phonetic realization of focus in English declarative intonation. Journal of Phonetics 33:159–197.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yi Xu .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

Xu, Y., Prom-on, S. (2015). Degrees of Freedom in Prosody Modeling. In: Hirose, K., Tao, J. (eds) Speech Prosody in Speech Synthesis: Modeling and generation of prosody for high quality and flexible speech synthesis. Prosody, Phonology and Phonetics. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-45258-5_2

Download citation

Publish with us

Policies and ethics