Skip to main content

Group Formation for Collaboration in Exploratory Learning Using Group Technology Techniques

  • Conference paper

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 6277))

Abstract

Exploratory Learning Environments (ELEs) allow learners to approach a problem in different ways; they are particularly suitable for ill-defined problems where knowledge is less structured and open-ended exploration is allowed. Moreover, multiple solutions which are equally valid are possible and a common and efficient way to convey this is by promoting and supporting students’ collaboration. Successful collaboration, however, depends on forming groups in which the activity is relevant for all members of the group. In this paper we present a computational model for group formation for open-ended exploration in ELEs by modelling the various strategies that learners adopt to solve the same task. This is underpinned by Group Technology techniques that use as criteria the learners’ strategies and the similarity among them to form groups that match pedagogy considerations. The proposed mechanism is tested in an exploratory learning environment for mathematical generalisation.

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

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   109.99
Price excludes VAT (USA)
  • Compact, lightweight 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

Learn about institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Lynch, C., Ashley, K., Aleven, V., Pinkwart, N.: Defining ill-defined domains; a literature survey. In: Proc. of the Workshop on Intelligent Tutoring Systems for Ill-Defined Domains at the Intelligent Tutoring Systems Conference, pp. 1–10 (2006)

    Google Scholar 

  2. Brown, A., Palincsar, A.: Knowing, learning, and instruction. In: Guided, Cooperative Learning and Individual Knowledge Acquisition, pp. 307–336. Lawrence Erlbaum Associates, Hillsdale (1989)

    Google Scholar 

  3. Slavin, R.E.: When and Why Does Cooperative Learning Increase Achievement? In: The RoutledgeFalmer Reader in Psychology of Education. RoutledgeFalmer Readers in Education, vol. 1, pp. 271–293 (2003)

    Google Scholar 

  4. Daradoumis, T., Guitert, M., Giménez, F., Marquès, J.M., Lloret, T.: Supporting the composition of effective virtual groups for collaborative learning. In: Proc. of ICCE 2002, pp. 332–336. IEEE Computer Society, Los Alamitos (2002)

    Google Scholar 

  5. Gogoulou, A., Gouli, E., Boas, G., Liakou, E., Grigoriadou, M.: Forming homogeneous, heterogeneous and mixed groups of learners. In: Proc. of PING Workshop, pp. 33–40 (2007)

    Google Scholar 

  6. Graf, S., Bekele, R.: Forming heterogeneous groups for intelligent collaborative learning systems with ant colony optimization. In: Ikeda, M., Ashley, K.D., Chan, T.-W. (eds.) ITS 2006. LNCS, vol. 4053, pp. 217–226. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  7. Christodoulopoulos, C.E., Papanikolaou, K.: Investigation of group formation using low complexity algorithms. In: Proc. of PING Workshop, pp. 57–60 (2007)

    Google Scholar 

  8. Ounnas, A., Davis, H.C., Millard, D.E.: A framework for semantic group formation in education. Educ. Tech. Soc. 12(4), 43–55 (2009)

    Google Scholar 

  9. Isotani, S., Inaba, A., Ikeda, M., Mizoguchi, R.: An ontology engineering approach to the realization of theory-driven group formation. I. J. Computer-Supported Collaborative Learning 4(4), 445–478 (2009)

    Article  Google Scholar 

  10. Selim, H.M., Askin, R.G., Vakharia, A.J.: Cell formation in group technology: Review, evaluation and directions for future research. Comput. Ind. Eng. 34(1), 3–20 (1998)

    Article  Google Scholar 

  11. Pollalis, Y.A., Mavrommatis, G.: Using similarity measures for collaborating groups formation: A model for distance learning environments. Eur. J. Oper. Res. 193(2), 626–636 (2009)

    Article  MATH  Google Scholar 

  12. de los Angeles Constantino-Gonzalez, M., Suthers, D.D., de los Santos, J.G.E.: Coaching web-based collaborative learning based on problem solution differences and participation. Int. J. Artif. Intell. Ed. 13(2-4), 263–299 (2003)

    Google Scholar 

  13. Pearce, D., Mavrikis, M., Geraniou, E., Gutierrez, S.: Issues in the design of an environment to support the learning of mathematical generalisation. In: Dillenbourg, P., Specht, M. (eds.) EC-TEL 2008. LNCS, vol. 5192, pp. 326–337. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  14. Ainsworth, S.: The functions of multiple representations. Comput. Educ. 33(2-3), 131–152 (1999)

    Article  Google Scholar 

  15. Joines, J.A., King, R.E., Culbreth, C.T.: A comprehensive review of production-oriented manufacturing cell formation techniques. Int. J. Flex. Autom. Integr. Manuf. 3(3-4), 225–265 (1996)

    Google Scholar 

  16. King, J., Nakornchai, V.: Machine-component group formation in group technology: Review and extension. Int. J. Product. Res. 20(2), 117–133 (1982)

    Article  Google Scholar 

  17. Cocea, M., Magoulas, G.: Task-oriented modeling of learner behaviour in exploratory learning for mathematical generalisation. In: Proc. of the 2nd ISEE workshop, pp. 16–24 (2009)

    Google Scholar 

  18. McAuley, J.: Machine grouping for efficient production. Production Engineer 51(2), 53–57 (1972)

    Article  Google Scholar 

  19. Yin, Y., Yasuda, K.: Similarity coefficient methods applied to the cell formation problem: a comparative investigation. Comput. Ind. Eng. 48(3), 471–489 (2005)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Cocea, M., Magoulas, G.D. (2010). Group Formation for Collaboration in Exploratory Learning Using Group Technology Techniques. In: Setchi, R., Jordanov, I., Howlett, R.J., Jain, L.C. (eds) Knowledge-Based and Intelligent Information and Engineering Systems. KES 2010. Lecture Notes in Computer Science(), vol 6277. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-15390-7_11

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-15390-7_11

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-15389-1

  • Online ISBN: 978-3-642-15390-7

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics