Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
Skip to main content

Mental Lexicon Growth Modelling Reveals the Multiplexity of the English Language

  • Chapter
  • First Online:
Complex Networks VII

Part of the book series: Studies in Computational Intelligence ((SCI,volume 644))

Abstract

In this work we extend previous analyses of linguistic networks by adopting a multi-layer network framework for modelling the human mental lexicon, i.e. an abstract mental repository where words and concepts are stored together with their linguistic patterns. Across a three-layer linguistic multiplex, we model English words as nodes and connect them according to (i) phonological similarities, (ii) synonym relationships and (iii) free word associations. Our main aim is to exploit this multi-layered structure to explore the influence of phonological and semantic relationships on lexicon assembly over time. We propose a model of lexicon growth which is driven by the phonological layer: words are suggested according to different orderings of insertion (e.g. shorter word length, highest frequency, semantic multiplex features) and accepted or rejected subject to constraints. We then measure times of network assembly and compare these to empirical data about the age of acquisition of words. In agreement with empirical studies in psycholinguistics, our results provide quantitative evidence for the hypothesis that word acquisition is driven by features at multiple levels of organisation within language.

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

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 169.99
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

Similar content being viewed by others

References

  1. Aitchison, J.: Words in the Mind: An Introduction to the Mental Lexicon. Wiley (2012)

    Google Scholar 

  2. Baronchelli, A., Ferrer-i Cancho, R., Pastor-Satorras, R., Chater, N., Christiansen, M.H.: Trends Cogn. Sci. 17(7), 348 (2013)

    Google Scholar 

  3. Beckage, N.M., Colunga, E.: Towards a Theoretical Framework of Analyzing Complex Linguistic Networks. In: Mehler, A., Blanchard, P., Job, B., Banisch, S. (eds.) Springer (2015)

    Google Scholar 

  4. Vitevitch, M.S.: J. Speech Lang. Hear. Res. 51(2), 408 (2008)

    Article  Google Scholar 

  5. Motter, A.E., de Moura, A.P., Lai, Y.C., Dasgupta, P.: Phys. Rev. E 65(6), 065102 (2002)

    Article  Google Scholar 

  6. Sigman, M., Cecchi, G.A.: PNAS 99(3), 1742 (2002)

    Article  Google Scholar 

  7. Collins, A.M., Loftus, E.F.: Psychol. Rev. 82(6), 407 (1975)

    Article  Google Scholar 

  8. de Deyne, S., Storms, G.: Behav. Res. Methods 40(1), 213 (2008)

    Google Scholar 

  9. Steyvers, M., Tenenbaum, J.B.: Cogn. Sci. 29(1), 41 (2005)

    Article  Google Scholar 

  10. Vitevitch, M.S., Chan, K.Y., Goldstein, R.: Cogn. Psychol. 68, 1 (2014)

    Article  Google Scholar 

  11. Stella, M., Brede, M.: J. Stat. Mech. 2015, P05006 (2015)

    Article  MathSciNet  Google Scholar 

  12. Stella, M., Brede, M.: Accepted in Lecture Notes in Computer Science (2015)

    Google Scholar 

  13. Battiston, F., Nicosia, V., Latora, V.: Phys. Rev. E 89(3), 032804 (2014)

    Article  Google Scholar 

  14. Boccaletti, S., Bianconi, G., Criado, R., Del Genio, C.I., Gómez-Gardeñes, J., Romance, M., Sendina-Nadal, I., Wang, Z., Zanin, M.: Phys. Rep. 544(1), 1 (2014)

    Article  MathSciNet  Google Scholar 

  15. Kuperman, V., Stadthagen-Gonzalez, H., Brysbaert, M.: Behav. Res. Methods 44(4), 978 (2012)

    Google Scholar 

  16. Kiss, G., Armstrong, C.A., Milroy, R.: Medical Research Council (1972)

    Google Scholar 

  17. Miller, G., Fellbaum, C., Tengi, R., Wakefield, P., Langone, H., Haskell, B.: WordNet. MIT Press, Cambridge (1998)

    Google Scholar 

  18. Brondsted, T. (2008). http://tom.brondsted.dk/text2phoneme/

  19. Barbaresi, A.: Language-classified open subtitles (laclos). Ph.D. thesis, BBAW (2014)

    Google Scholar 

  20. Newman, M.: Networks: an Introduction. Oxford University Press (2010)

    Google Scholar 

  21. Ferguson, C.A., Farwell, C.B: Language. pp. 419–439 (1975)

    Google Scholar 

  22. Schwartz, R.G., Leonard, L.B.: J. Child Lang. 9(02), 319 (1982)

    Article  Google Scholar 

  23. Stoel-Gammon, C., Cooper, J.A.: J. Child Lang. 11(02), 247 (1984)

    Article  Google Scholar 

  24. Hoff, E., Core, C., Bridges, K.: J. Child Lang. 35(04), 903 (2008)

    Article  Google Scholar 

  25. Wiethan, F.M., Nóro, L.A., Mota, H.B.: CoDAS, vol. 4, pp. 260–264. SciELO, Brasil (2014)

    Google Scholar 

  26. Beckage, N.M., Aguilar, A., Colunga, E.: Proceedings of CogSci2015 (2015)

    Google Scholar 

  27. Moore, D.S., McCabe, G.P.: Introduction to the Practice of Statistics. WH Freeman/Times Books/Henry Holt & Co (1989)

    Google Scholar 

Download references

Acknowledgments

MS acknowledges the DTC in Complex Systems Simulation, University of Southampton for financial support. The authors acknowledge Dr. Srinandan Dasmahapatra, Nicole Beckage and the reviewers for providing insightful comments.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Massimo Stella .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2016 Springer International Publishing Switzerland

About this chapter

Cite this chapter

Stella, M., Brede, M. (2016). Mental Lexicon Growth Modelling Reveals the Multiplexity of the English Language. In: Cherifi, H., Gonçalves, B., Menezes, R., Sinatra, R. (eds) Complex Networks VII. Studies in Computational Intelligence, vol 644. Springer, Cham. https://doi.org/10.1007/978-3-319-30569-1_20

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-30569-1_20

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-30568-4

  • Online ISBN: 978-3-319-30569-1

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics