Learning about Learners: System Learning in Virtual Learning Environment

Authors

  • Zhengxin Chen University of Nebraska at Omaha Department of Computer Science Omaha, NE 68182-0500, USA

Keywords:

Natural computing, collective intelligence, emergence, emotion, system learning, virtual learning architecture

Abstract

Virtual learning is not just about a set of useful IT tools for learning. From an examination on where virtual learning stands in the overall learning spectrum, we point out the important impact of natural computing on virtual learning. We survey and analyze selected literature on important role of natural computing aspects, such as emergence (using swarm intelligence to achieve collective intelligence) and emotion, to virtual learning. In addition, in order to effectively incorporate these aspects into virtual learning, we propose using infrastructural support for virtual learning through system learning: The virtual learning environment not only provides facilities for learners, but also observes the behavior of learners and takes actions, so that its own performance can be improved (i.e., to better serve the learners). In this sense, system learning is concerned with learning about learners. Consequently, a virtual learning environment is a true human-machine symbiosis, paired by human learning and system learning.

References

A. Anohina, The terminology used in the fields of Virtual Learning, Analysis of the terminology used in the field of virtual learning, Educational Technology & Society, Vol. 8, No. 3, pp. 91-102, 2005 (http://www.ifets.info/journals/8_3/9.pdf).

Z. Chen, Learning from Nature: Natural Computing Meets Virtual Learning, Proc. 2nd Int'l Conf. Virtual Learning (ICVL 2007), pp. 117-124, 2007.

D. N. Davis, Computational emergence and computational emotion, Proc. IEEE Conf. Systems, Man and Cybernetics (SMC), 1999. (http://www2.dcs.hull.ac.uk/NEAT/dnd/papers/smc99.pdf)

L. N. de Castro, Fundamentals of Natural Computing: Basic Concepts, Algorithms, and Applications, Chapman & Hall/CRC, 2006.

A. Dong and H. Li, Ontology-based information integration in virtual learning environment, Proc. IEEE/WIC/ACM Int'l Conf. Web Intel. (WI'05), 2005.

J. H. Holland, Emergence: From Chaos to Order, Oxford University Press, 1998.

C.-C. Huang, R. Kuo, M. Chang, J.-S. Heh, Foundation analysis of emotion model for designing learning companion agent, Proc. IEEE Int'l Conf. Advanced Learning Technologies (ICALT), pp. 326 - 330, 2004.

S. Johnson, Emergence: The Connected Lives of Ants, Brains, Cities and Software, Penguin Books, 2002.

J. LeDoux, The Emotional Brain, Simon and Schuster, 1996.

M. Minsky, The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind, Simon and Schuster, 2006.

A. Nguyen, T. Nakano, T. Suda, Learning from nature: Network architecture inspired by biology, ACM Crossroads, 2004 (http://portal.acm.org/citation.cfm?id=1144389.1144391).

K. O'Regan, Emotion and e-learning, Journal of Asynchronous Learning Networks, Vol. 7, No. 3, 2003.

M. Poel, R. op den Akker, A. Nijholt, A. J. van Kesteren, Learning emotions in virtual environments. Proc. European Meeting on Cybernetics and Systems Research (EMCSR), 2002.

P. Shutz, R. Pekrun, G. D. Phye (eds.), Emotion in Education, Academic Press, 2007.

Y. Semet, E. Lutton, P. Collet, Ant colony optimisation for E-learning: observing the emergence of pedagogic suggestions, Proc. IEEE Swarm Intelligence Symposium (SIS), pp. 46 - 52, 2003. http://dx.doi.org/10.1109/sis.2003.1202246

Southwest Educational Development Laboratory, How can research on the brain inform education? Classroom Campus, Vol. 3, No. 2 (http://www.sedl.org/scimath/compass/v03n02/1.html).

B. van den Berg, R. van Es, R., C. Tattersall, J. Janssen, J. Manderveld, F. Brouns, H. Kurvers, R. Koper, Swarm-based Sequencing Recommendations in E-learning, Proc. 5th International Conference on Intelligent Systems Design and Applications (ISDA'05), pp. 488-493., 2005 http://dx.doi.org/10.1109/ISDA.2005.88

Published

2008-03-01

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