Skip to main content

CONSPECT: Monitoring Conceptual Development

  • Conference paper
Advances in Web-Based Learning – ICWL 2010 (ICWL 2010)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 6483))

Included in the following conference series:

Abstract

This paper describes and evaluates CONSPECT, a service that analyses states in a learner’s conceptual development. CONSPECT combines two technologies – Latent Semantic Analysis (LSA) and Network Analysis (NA) into a technique called Meaningful Interaction Analysis (MIA). It uses LSA for the language analysis and NA to provide visualisations of the semantic relatedness information calculated by LSA. CONSPECT was designed to help both learners and tutors monitor conceptual development. This paper reports on the verification activities undertaken to show how well LSA matches humans in clustering similar concepts. The verification used the edit distance between card sorts to quantitatively evaluate the service.

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 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
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

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Evans, V., Green, M.: Cognitive Linguistics, An Introduction. Edinburgh University Press, Edinburgh (2006)

    Google Scholar 

  2. Saeed, J.I.: Semantics. Wiley-Blackwell (2009)

    Google Scholar 

  3. Zwaan, R.A., Radvansky, G.A.: Situation Models in Language Comprehension and Memory. Psychological Bulletin 123, 162–185 (1998)

    Article  Google Scholar 

  4. Deese, J.: On the Structure of Associative Meaning. Psychological Review 69, 161–175 (1962)

    Article  Google Scholar 

  5. Johnson-Laird, P.N.: Mental Models: Towards a cognitive science of language, inference, and consciousness. Harvard University Press, Cambridge (1983)

    Google Scholar 

  6. van Dijk, T.A., Kintsch, W.: Strategies in discourse comprehension. Academic Press, New York (1983)

    Google Scholar 

  7. Shavelson, R.J.: Some Aspects of the Correspondence Between Content Structure and Cognitive Structure in Physics Instruction. Journal of Educational Psychology 63, 225–234 (1972)

    Article  Google Scholar 

  8. Diekhoff, G.M.: Testing Through Relationship Judgments. Journal of Educational Psychology 75, 227–233 (1983)

    Article  Google Scholar 

  9. Fenker, R.M.: The organization of conceptual materials: A methodology for measuring ideal and actual cognitive structures. Instructional Science 4, 33–57 (1975)

    Article  Google Scholar 

  10. Schvaneveldt, R.W., Durso, F.T., Dearholt, D.W.: Network Structures in Proximity Data. The Psychology of Learning and Motivation 25, 249–284 (1989)

    Article  Google Scholar 

  11. Goldsmith, T.E., Johnson, P.J., Acton, W.H.: Assessing Structural Knowledge. Journal of Educational Psychology 83, 88–96 (1991)

    Article  Google Scholar 

  12. Clariana, R.B., Wallace, P.: A Computer-based Approach for Deriving and Measuring Individual and Team Knowledge Structure from Essay Questions. Journal of Education Computing Research 37, 211–227 (2007)

    Article  Google Scholar 

  13. Landauer, T.K., Foltz, P.W., Laham, D.: An Introduction to Latent Semantic Analysis. Discourse Processes 25, 259–284 (1998)

    Article  Google Scholar 

  14. Landauer, T.K., Dumais, S.T.: A solution to Plato’s problem: the Latent Semantic Analysis theory of acquisition, induction and representation of knowledge. Psychological Review 104, 211–240 (1997)

    Article  Google Scholar 

  15. Landauer, T.K.: LSA as a Theory of Meaning. In: Landauer, T.K., McNamara, D., Dennis, S., Kintsch, W. (eds.) Handbook of Latent Semantic Analysis, pp. 3–35. Lawrence Erlbaum Associates, New Jersey (2007)

    Google Scholar 

  16. Fruchterman, T., Reingold, E.: Graph Drawing by Force-directed Placement. Software - Practice and Experience 21, 1129–1164 (1991)

    Article  Google Scholar 

  17. Brandes, U., Erlebach, T.: Network Analysis: Methodological Foundations. Springer, Heidelberg (2005)

    Book  MATH  Google Scholar 

  18. Wild, F., Haley, D., Bulow, K.: Monitoring Conceptual Development with Text Mining Technologies: CONSPECT. EChallenges, Warsaw (2010)

    Google Scholar 

  19. Rugg, G., McGeorge, P.: The sorting techniques: a tutorial paper on card sorts, picture sorts and item sorts. Expert Systems 14, 80–93 (1997)

    Article  Google Scholar 

  20. Deibel, K., Anderson, R., Anderson, R.: Using Edit Distance to Analyze Card Sorts. Expert Systems 22, 129–138 (2005)

    Article  Google Scholar 

  21. Deibel, K.: UW Card Sort Analyzer: Version 1.1. Vol. 2010. University of Washington (2005)

    Google Scholar 

  22. Smithies, A., Braidman, I., Berlanga, A., Haley, D., Wild, F.: Using Language Technologies to support individual formative feedback. In: ECEL, Porto (2010)

    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

Wild, F., Haley, D., Bülow, K. (2010). CONSPECT: Monitoring Conceptual Development. In: Luo, X., Spaniol, M., Wang, L., Li, Q., Nejdl, W., Zhang, W. (eds) Advances in Web-Based Learning – ICWL 2010. ICWL 2010. Lecture Notes in Computer Science, vol 6483. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-17407-0_31

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-17407-0_31

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-17406-3

  • Online ISBN: 978-3-642-17407-0

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics