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Learning Analytics for Learning Blogospheres

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Advances in Web-Based Learning - ICWL 2012 (ICWL 2012)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 7558))

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Abstract

In blogospheres the learning process is characterized by evolving roles of bloggers and dynamic change of content. Existing approaches for learning blogospheres do not provide a comprehensive solution to dealing with these dynamics. In this paper, we propose a learning analytics approach for learning blogospheres unifying two complementary perspectives: (1) structural analysis of the blogosphere to identify learners’ social capital; and (2) content analysis to capture dynamics in blog content over time. To support both types of analysis, social network analysis methods are applied as a fundamental approach to analyzing and visualizing knowledge sharing on learning blogospheres. We exemplify the learning analytics approach using two real-world learning blogospheres: the Mediabase – a large blog collection for technology enhanced learning, and the European eTwinning Network – a lifelong learning blogsphere. Results show that both analytics perspectives in combination advocate an advanced learning analytics approach to understanding and assessing learning processes in learning blogospheres.

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References

  1. Brooks, C.H., Montanez, N.: An analysis of the effectiveness of tagging in blogs. In: AAAI Spring Symp. on Comput. Approaches to Analyzing Weblogs. AAAI (2005)

    Google Scholar 

  2. Burt, R.: Structural Holes: The Social Structure of Competition. Harvard (1995)

    Google Scholar 

  3. Coleman, J.S.: Social capital in the creation of human capital. The American Journal of Sociology 94, S95–S120 (1988)

    Google Scholar 

  4. Fekete, J.-D., van Wijk, J.J., Stasko, J.T., North, C.: The Value of Information Visualization. In: Kerren, A., Stasko, J.T., Fekete, J.-D., North, C. (eds.) Information Visualization. LNCS, vol. 4950, pp. 1–18. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  5. Harb, A., Plantié, M., Dray, G., Roche, M., Trousset, F., Poncelet, P.: Web opinion mining: how to extract opinions from blogs? In: Proceedings of the 5th International Conference on Soft Computing as Transdisciplinary Science and Technology, CSTST 2008, pp. 211–217. ACM, New York (2008)

    Chapter  Google Scholar 

  6. Hoadley, C.M.: The shape of the elephant: scope and membership of the cscl community. In: Proceedings of th 2005 Conference on Computer Support for Collaborative Learning: Learning 2005: the Next 10 Years!, CSCL 2005, pp. 205–210. International Society of the Learning Sciences (2005)

    Google Scholar 

  7. Johnson, L., Smith, R., Willis, H., Levine, A., Haywood, K.: The 2011 Horizon Report. In: The New Media Consortium, Austin, Texas (2011)

    Google Scholar 

  8. Kienle, A., Wessner, M.: Analysing and cultivating scientific communities of practice. Int. J. Web Based Communities 2, 377–393 (2006)

    Article  Google Scholar 

  9. Klamma, R.: Emerging research topics in social learning. In: Dirckinck-Holmfeld, L., Hodgson, V., Jones, C., de Laat, M., McConnell, D., Ryberg, T. (eds.) Proceedings of the 7th International Conference on Networked Learning 2010, Aalborg, Denmark, pp. 224–231 (2010)

    Google Scholar 

  10. Klamma, R., Cao, Y., Spaniol, M.: Watching the Blogosphere: Knowledge Sharing in the Web 2.0. In: Nicolov, N., Glance, N., Adar, E., Hurst, M., Liberman, M., Martin, J.H., Salvetti, F. (eds.) Proceedings of the 1st International Conference on Weblogs and Social Media, Boulder, Colorado, USA, March 26-28 (2007)

    Google Scholar 

  11. Klamma, R., Spaniol, M., Denev, D.: PALADIN: A pattern based approach to knowledge discovery in digital social networks. In: Tochtermann, K., Maurer, H. (eds.) Proceedings of I-KNOW 2006, 6th International Conference on Knowledge Management, Graz, Austria, September 6-8, pp. 457–464. Springer (2006)

    Google Scholar 

  12. Kovachev, D., Cao, Y., Klamma, R., Jarke, M.: Learn-as-you-go: New Ways of Cloud-Based Micro-learning for the Mobile Web. In: Leung, H., Popescu, E., Cao, Y., Lau, R.W.H., Nejdl, W. (eds.) ICWL 2011. LNCS, vol. 7048, pp. 51–61. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  13. Laat, M.D., Lally, V., Lipponen, L., Simons, R.-J.: Investigating patterns of interaction in networked learning and computer-supported collaborative learning: A role for social network analysis. I. J. Computer-Supported Collaborative Learning 2(1), 87–103 (2007)

    Article  Google Scholar 

  14. Pham, M., Klamma, R., Jarke, M.: Development of computer science disciplines: a social network analysis approach. Social Network Analysis and Mining, 1–20 (2011), doi:10.1007/s13278-011-0024-x

    Google Scholar 

  15. Robes, J.: What’s in it for me? Über den Nutzen von Weblogs für Wissensarbeiter. IM - Information Management & Consulting (3) (2005)

    Google Scholar 

  16. Rogers, E.M.: Diffusion of Innovations, 5th edn. Free Press (2003)

    Google Scholar 

  17. Thomas, J.J., Cook, K.A. (eds.): Illuminating the Path: The Research and Development Agenda for Visual Analytics. IEEE Press (2005)

    Google Scholar 

  18. Travers, J., Milgram, S.: An experimental study of the small world problem. Sociometry 32(4), 425–443 (1969)

    Article  Google Scholar 

  19. Watts, D.J., Strogatz, S.H.: Collective dynamics of ’small-world’ networks. Nature 393(6684), 440–442 (1998)

    Article  Google Scholar 

  20. Wenger, E.: Communities of Practice: Learning, Meaning, and Identity. Cambridge University Press, Cambridge (1998)

    Google Scholar 

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Pham, M.C., Derntl, M., Cao, Y., Klamma, R. (2012). Learning Analytics for Learning Blogospheres. In: Popescu, E., Li, Q., Klamma, R., Leung, H., Specht, M. (eds) Advances in Web-Based Learning - ICWL 2012. ICWL 2012. Lecture Notes in Computer Science, vol 7558. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-33642-3_28

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  • DOI: https://doi.org/10.1007/978-3-642-33642-3_28

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-33641-6

  • Online ISBN: 978-3-642-33642-3

  • eBook Packages: Computer ScienceComputer Science (R0)

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