In:Research Methods in Complex Dynamic Systems Theory Approaches to Second Language Development
Edited by Wander Lowie, Rosmawati and Vanessa De Wilde
[Research Methods in Applied Linguistics 14] 2025
► pp. 191–215
Chapter 10Using a multifractal analysis approach to explore (multi)fractality in L2
writing in English
Published online: 11 September 2025
https://doi.org/10.1075/rmal.14.10ros
https://doi.org/10.1075/rmal.14.10ros
Abstract
CDST considers language as a fractal object. In line
with Rosmawati and Lowie’s (2024)
argument about the multifractal nature of syntactic structures in L1
English, we hypothesize that the distribution of syntactic structures in L2
English texts is also multifractal. In this chapter, we will use
multifractal analysis to look at the distribution of the Finite Verb
Phrases, the Noun Phrases, and the Head Nouns in L2 English texts produced
by beginner, intermediate, and advanced learners. While our hypothesis about
multifractality was confirmed, our results interestingly showed that the
more advanced (hence more complex) language output does not necessarily
translate to a higher fractal dimension (a more complex fractal structure)
in terms of the distribution of syntactic structures in L2 English
texts.
Article outline
- Introduction
- Fractals
- Fractals as a mathematical concept
- Fractals in real life
- Fractals in language
- Fractals and Complex Dynamics System Theory
- Multifractal analysis
- The study: Exploring multifractality in L2 writing in English
- Data sets
- Multifractal analysis: Step-by-step application
- Results and discussion
- Reflections on affordances and limitations of the approach
- Suggestions for future implementation
- Conclusion
Note References
References (50)
Arashi, M., & Rounaghi, M. M. (2022). Analysis
of market efficiency and fractal feature of NASDAQ stock exchange:
Time series modeling and forecasting of stock index using ARMA-GARCH
model. Future Business
Journal, 8(1), Article
14.
Ariza-Villaverde, A., Jiménez-Hornero, F., & Gutiérrez de Ravé, E. (2013). Multifractal
analysis applied to the study of the accuracy of DEM-based stream
derivation. Geomorphology, 197, 85–95.
Ausloos, M. (2012). Measuring
complexity with multifractals in texts. Translation
effects. Chaos, Solitons &
Fractals, 45(11), 1349–1357.
Bhattacharya, P., & Chakrabarti, B. K. (2011). A
fractal model of earthquake occurrence: Theory, simulations and
comparisons with the aftershock
data. Journal of Physics: Conference
Series, 319, Article
012004.
Brookes, G., & McEnery, T. (2024). Corpus
linguistics and
ethics. In P. De Costa, A. Rabie-Ahmed, & C. Cinaglia (Eds.), Ethical
issues in Applied Linguistics
scholarship (pp. 28–44). John Benjamins.
The Editors of Encyclopaedia
Britannica. (2024, November 16). Benoit
Mandelbrot. In Encyclopedia
Britannica. Retrieved 15 January,
2025 from [URL]
Bunde, A., & Havlin, S. (2012). Fractal
geometry, A brief introduction
to. In R. A. Meyers (Ed.), Mathematics
of complexity and dynamical
systems (pp. 409–428). Springer.
Carrizales-Velazquez, C., Donner, R. V., & Guzmán-Vargas, L. (2022). Generalization
of Higuchi’s fractal dimension for multifractal analysis of time
series with limited length. Nonlinear
Dynamics, 108(1), 417–431.
Cerasa, A. (2024). Fractals
in neuropsychology and cognitive
neuroscience. In A. Di Ieva (Ed.), The
fractal geometry of the
brain (pp. 761–778). Springer.
Chatzigeorgiou, M., Constantoudis, V., Diakonos, F., Karamanos, K., Papadimitriou, C., Kalimeri, M., & Papageorgiou, H. (2017). Multifractal
correlations in natural language written texts: Effects of language
family and long word
statistics. Physica A: Statistical
Mechanics and its
Applications, 469, 173–182.
Chen, H. (2018). Testing
the Menzerath-Altmann Law in the sentence level of written
Chinese. Open Access Library
Journal, 5, Article
e4747.
Chen, Y. (2014). Multifractals
of central place systems: Models, dimension spectrums, and empirical
analysis. Physica A: Statistical
Mechanics and its
Applications, 402, 266–282.
Chen, Y., & Wang, J. (2013). Multifractal
characterization of urban form and growth: The case of
Beijing. Environment and Planning B:
Planning and
Design, 40(5), 884–904.
Cong, J. (2022). A
Zipfian approach to words in contexts: The cases of Modern English
and Chinese. Journal of Quantitative
Linguistics, 29(4), 465–484.
Copling, S. (2022). Diagnosing
disease with multifractality. Reports
in Advances of Physical
Sciences, 06, Article
2240009.
Dias, M. R. B., Dornelas, D., Balthazar, W. F., Huguenin, J. A. O., & da Silva, L. (2017). Lacunarity
study of speckle patterns produced by rough
surfaces. Physica A: Statistical
Mechanics and Its
Applications, 486, 328–336.
Dick, O. E., Murav’eva, S. V., Lebedev, V. S., & Shelepin, Yu. E. (2022). Fractal
structure of brain electrical activity of patients with mental
disorders. Frontiers in
Physiology, 13. Article
905318.
El-Nabulsi, R. A., & Anukool, W. (2022). Fractal
dimensions in fluid dynamics and their effects on the Rayleigh
problem, the Burger’s Vortex and the Kelvin–Helmholtz
instability. Acta
Mechanica, 233(1), 363–381.
Evans, D. (2020). On
the fractal nature of complex syntax and the timescale
problem. Studies in Second Language
Learning and
Teaching, 10(4), 697–721.
Gonzato, G., Mulargia, F., & Marzocchi, W. (1998). Practical
application of fractal analysis: problems and
solutions. Geophysical Journal
International, 132(2), 275–282.
Huynh, P. K., Nguyen, D., Binder, G., Ambardar, S., Le, T. Q., & Voronine, D. V. (2023). Multifractality
in surface potential for cancer
diagnosis. The Journal of Physical
Chemistry
B, 127(31), 6867–6877.
Illert, C. (2003). Lexigenesis
in ancestral south-east Australian Aboriginal
language. Journal of Applied
Statistics, 30(2), 113–143.
Jayaram, B., & Vidya, M. (2008). Zipf’s
Law for Indian languages. Journal of
Quantitative
Linguistics, 15(4), 293–317.
Jiang, Z. Q., Xie, W. J., Zhou, W. X., & Sornette, D. (2019). Multifractal
analysis of financial markets: A
review. Reports on Progress in
Physics, 82(12), Article
125901.
Li, P., Pan, Q., Jiang, S., Yan, M., Yan, J., & Ning, G. (2021). Development
of novel fractal method for characterizing the distribution of blood
flow in multi-scale vascular
tree. Frontiers in
Physiology, 12. Article
711247.
Lin, D. C., & Sharif, A. (2010). Common
multifractality in the heart rate variability and brain activity of
healthy humans. Chaos: An
Interdisciplinary Journal of Nonlinear
Science, 20(2), Article
023121.
Long, Y., & Chen, Y. (2021). Multifractal
scaling analyses of urban street network structure: The cases of
twelve megacities in China. PLoS
ONE, 16(2), Article
e0246925.
Lowie, W., Plat, R., & de Bot, K. (2014). Pink
noise in language production: A nonlinear approach to the
multilingual lexicon. Ecological
Psychology, 26(3), 216–228.
Mandelbrot, B. (1953). An
informational theory of the statistical structure of
languages. In W. Jackson (Ed.), Communication
theory (pp. 486–502). Academic Press.
(1967). How
long is the coast of Britain? Statistical self-similarity and
fractional
dimension. Science, 156(3775), 636–638.
McDonough, J., & Herczyński, A. (2023). Fractal
patterns in music. Chaos, Solitons
&
Fractals, 170, Article
113315.
Mikros, G., & Milička, J. (2014). Distribution
of the Menzerath’s law on the syllable level in Greek
texts. In G. Altmann, R. Čech, J. Mačutek, & L. Uhlířová (Eds.), Empirical
approaches to text and language
analysis (pp. 181–189). RAM-Verlag.
Monjo, R., & Meseguer-Ruiz, O. (2024). Review:
Fractal geometry in
precipitation. Atmosphere, 15(1), Article
135. [URL]
Mouzourides, P., Kyprianou, A., & Neophytou, M. K. A. (2021). Exploring
the multi-fractal nature of the air flow and pollutant dispersion in
a turbulent urban atmosphere and its implications for long range
pollutant transport. Chaos: An
Interdisciplinary Journal of Nonlinear
Science, 31(1), Article
013110.
Najafi, E., & Darooneh, A. (2015). The
fractal patterns of words in a text: A method for automatic keyword
extraction. PLoS
ONE, 10(6), Article
e0130617.
Nayak, S. R., Mishra, J., & Palai, G. (2019). Analysing
roughness of surface through fractal dimension: A
review. Image and Vision
Computing, 89, 21–34.
Qin, Z., Wang, J., & Lu, Y. (2021). Multifractal
characteristics analysis based on slope distribution probability in
the Yellow River basin, China. ISPRS
International Journal of
Geo-Information, 10(5), Article
337. [URL].
Robles, K. E., Roberts, M., Viengkham, C., Smith, J. H., Rowland, C., Moslehi, S., Stadlober, S., Lesjak, A., Lesjak, M., Taylor, R. P., Spehar, B., & Sereno, M. E. (2021). Aesthetics
and psychological effects of fractal based
design. Frontiers in
Psychology, 12, Article
699962.
Rosmawati, & Lowie, W. (2024). Multifractal
analysis of the distribution of three grammatical constructions in
English texts. Journal of
Quantitative
Linguistics, 31(1), 19–42.
Sanada, H. (2016). The
Menzerath-Altmann Law and sentence
structure. Journal of Quantitative
Linguistics, 23(3), 256–277.
Sémécurbe, F., Tannier, C., & Roux, S. G. (2019). Applying
two fractal methods to characterise the local and global deviations
from scale invariance of built patterns throughout mainland
France. Journal of Geographical
Systems, 21(2), 271–293.
Sen, J., & McGill, D. (2018). Fractal
analysis of heart rate variability as a predictor of mortality: A
systematic review and
meta-analysis. Chaos: An
Interdisciplinary Journal of Nonlinear
Science, 28(7).
Slezin, V. B., Korsakova, E. A., Dytjatkovsky, M. A., Schultz, E. A., Arystova, T. A., & Siivola, J. R. (2007). Multifractal
analysis as an aid in the diagnostics of mental
disorders. Nordic Journal of
Psychiatry, 61(5), 339–342.
Song, Z., & Yu, L. (2019). Multifractal
features of spatial variation in construction land in Beijing
(1985–2015). Palgrave
Communications, 5(1), Article
68.
Wang, Y., & Chen, H. (2022). The
Menzerath-Altmann law on the clause level in English
texts. Linguistics
Vanguard, 8(1), 331–346.
