Abstract
Fractals describe many natural phenomena; their strong visual-figurative nature found its mathematical conceptualization in the concept of self-similarity. In the current study, we investigate how students construct (fully or partially) the self-similarity concept while recursively constructing the Sierpiński triangle, working in small group and whole class settings in an inquiry-based MA level mathematics education course. We follow shifts of knowledge from individuals to groups and/or to the whole class community during the process of constructing the self-similarity concept. Our theoretical and methodological approach is based on networking between Abstraction in Context and Documenting Collective Activity. We found that the knowledge constructing processes of different students varied, some thinking recursively about finite cases and others thinking more directly about the infinite case. Some students acted as knowledge agents, with shifts of knowledge occasionally occurring in chains. We also observed a tendency to report results of group discussions back to the plenum only partially and in a purified manner.





Similar content being viewed by others
References
Bloch, I., & Gibel, P. (2011). Un modèle d’analyse des raisonnements dans les situations didactiques. Étude des niveaux de preuves dans une situation d’enseignement de la notion de limite. (A model for analyzing the reasoning produced in didactic situations: A study of different levels of proof in teaching the concept of limit). Recherches en didactique des mathématiques, 31(2), 191–228.
Cobb, P., Stephan, M., MacClain, K., & Gravemeijer, K. (2001). Participating in mathematical practices. The Journal of Learning Sciences, 10(1/2), 113–163. https://doi.org/10.1207/S15327809JLS10-1-2_6
Davydov, V. V. (1990). Soviet studies in mathematics education: Vol. 2. Types of generalization in instruction: Logical and psychological problems in the structuring of school curricula (J. Kilpatrick, Ed., & J. Teller, Trans.). National Council of Teachers of Mathematics. [Original work published in 1972]
Devaney, R. L. (1990). Chaos, fractals and dynamics – computer experiments in mathematics. Addison-Wesley.
Devaney, R. L. (1998). Chaos in the classroom. In R. Lehrer & D. Chazan (Eds.), Designing learning environments for developing understanding of geometry and space. Lawrence Erlbaum Associates.
Dreyfus, T., Hershkowitz, R., & Schwarz, B. (2015). The nested epistemic actions model for abstraction in context - Theory as methodological tool and methodological tool as theory. In A. Bikner-Ahsbahs, C. Knipping, & N. Presmeg (Eds.), Approaches to qualitative research in mathematics education: Examples of methodology and methods (pp. 185–217). Springer.
Dreyfus, T., Rasmussen, C., Apkarian, N., & Tabach, M. (2018). The complexity of knowledge construction in a classroom setting. In V. Durand-Guerrier, R. Hochmuth, S. Goodchild & N. M. Hogstad (Eds.), Proceedings of the second conference of the International Network for Didactic Research in University Mathematics (INDRUM2018, 5–7 April 2018) (pp. 286–295). University of Agder and INDRUM.
Feldman, D. P. (2012). Chaos and fractals – an elementary introduction. Oxford University Press.
Goldenberg, E. P. (1989). Seeing beauty in mathematics: Using fractal geometry to build a spirit of mathematical inquiry. Journal of Mathematical Behavior, 8, 169–204.
Hershkowitz, R., & Schwarz, B. B. (1999). Reflective processes in a technology-based mathematics classroom. Cognition and Instruction, 17(1), 65–91. https://doi.org/10.1207/s1532690xci1701_3
Hershkowitz, R., Schwarz, B. B., & Dreyfus, T. (2001). Abstraction in Context: Epistemic Actions. Journal for Research in Mathematics Education, 32(2), 195–222.
Hershkowitz, R., Tabach, M., Rasmussen, C., & Dreyfus, T. (2014). Knowledge shifts in a probability classroom – A case study coordinating two methodologies. ZDM - Mathematics Education, 46(3), 363–387. https://doi.org/10.1007/s11858-014-0576-0
Laursen, S. L., & Rasmussen, C. (2019). I on the prize: Inquiry approaches in undergraduate mathematics. International Journal of Research in Undergraduate Mathematics Education, 5(1), 129–146. https://doi.org/10.1007/s40753-019-00085-6
Lauwerier, H. (1991). Fractals – endlessly repeated geometrical figures. Princeton University.
Mandelbrot, B. (1967). How long is the coast of Britain? Statistical self-similarity and fractional dimension. Science, 156(3775), 636–638. https://doi.org/10.1126/science.156.3775.636
Mandelbrot, B. (1983). The fractal geometry of nature. Freeman.
Mason, J. (2021). Learning about noticing, by, and through, noticing. ZDM - Mathematics Education, 53(1), 231–243. https://doi.org/10.1007/s11858-020-01192-4
Monaghan, J. (2001). Young people’s ideas of infinity. Educational Studies in Mathematics, 48(2–3), 239–257. https://doi.org/10.1023/A:1016090925967
Peitgen, H.-O., Jürgens, H., & Saupe, D. (1992). Fractals for the classroom, Part 1. Springer.
Pontecorvo, C., & Girardet, H. (1993). Arguing and reasoning in understanding historical topics. Cognition and Instruction, 11(3–4), 365–395. https://doi.org/10.1080/07370008.1993.9649030
Rasmussen, C., & Stephan, M. (2008). A methodology for documenting collective activity. In A. E. Kelly, R. A. Lesh, & J. Y. Baek (Eds.), Handbook of design research methods in education: Innovations in science, technology, engineering, and mathematics learning and teaching (pp. 195–215). Routledge.
Sacristán, A. I. (2001). Students' shifting conceptions of the infinite through computer explorations of fractals and other visual models. In M. van den Heuvel-Panhuizen (Ed.), Proceedings of the 25th International Conference for the Psychology of Mathematics Education, Vol. 4 (pp. 129–136). PME.
Sacristán, A. I. (2005). Exploring infinite processes through Logo programming activities of recursive and fractal figures. Eurologo, Warsaw.
Sacristán, A. I., & Noss, R. (2008). Computational construction as a means to coordinate representations of infinity. International Journal of Computers for Mathematical Learning, 13(1), 47–70. https://doi.org/10.1007/s10758-008-9127-5
Schroeder, M. (2009). Fractals, chaos, power laws – minutes from an infinite paradise. Dover.
Sierpiński, W. (1915). Sur une courbe dont tout point est un point de ramification. Comptes rendus de l’académie des sciences à Paris, 160, 302–305.
Sinclair, N., Bartolini Bussi, M. G., de Villiers, M., Jones, K., Kortenkamp, U., Leung, A., & Owens, K. (2016). Recent research on geometry education: An ICME-13 survey team report. ZDM - Mathematics Education, 48(5), 691–719. https://doi.org/10.1007/s11858-016-0796-6
Stephan, M., & Rasmussen, C. (2002). Classroom mathematical practices in differential equations. Journal of Mathematical Behavior, 21(4), 459–490. https://doi.org/10.1016/S0732-3123(02)00145-1
Tabach, M., Hershkowitz, R., Rasmussen, C., & Dreyfus, T. (2014). Knowledge shifts in the classroom – A case study. Journal of Mathematical Behavior, 33, 192–208. https://doi.org/10.1016/j.jmathb.2013.12.001
Tabach, M., Rasmussen, C., Dreyfus, T., & Apkarian, N. (2020). Towards argumentative grammars for networking: A case of coordinating two approaches. Educational Studies in Mathematics, 103(2), 139–155. https://doi.org/10.1007/s10649-020-09934-7
Toulmin, S. (1969). The uses of argument. Cambridge University Press.
Treffers, A., & Goffree, F. (1985). Rational analysis of realistic mathematics education – The Wiskobas program. In L. Streefland (Ed.), Proceedings of the 9th International Conference for the Psychology of Mathematics Education (Vol. 2, pp. 97–121). OW&OC.
Zaslavsky, O., & Shir, K. (2005). Students’ conceptions of a mathematical definition. Journal for Research in Mathematics Education, 36(4), 317–346.
Zeitler, H., & Neidhardt, W. (1993). Fraktale und Chaos, eine Einführung. Wissenschaftliche Buchgesellschaft. [In German]
Acknowledgements
We are grateful to the editor and the anonymous reviewers for their constructive comments. In particular, Reviewer 4 has helped us significantly to improve the historical background on the notions of self-similarity and fractals.
Funding
This study was supported by the Israel Science Foundation under grant No. 438/15.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of Interest
On behalf of all authors, the corresponding author states that there is no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Hershkowitz, R., Dreyfus, T. & Tabach, M. Constructing the Self-similarity Concept. Int. J. Res. Undergrad. Math. Ed. 9, 322–349 (2023). https://doi.org/10.1007/s40753-022-00173-0
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40753-022-00173-0

