Integrating E-learning Environments with Computational Intelligence Assessment Agents
In this contribution an innovative platform is being
presented that integrates intelligent agents in legacy e-learning environments. It introduces the design and development of a scalable
and interoperable integration platform supporting various assessment agents for e-learning environments. The agents are implemented in
order to provide intelligent assessment services to computational intelligent techniques such as Bayesian Networks and Genetic
Algorithms. The utilization of new and emerging technologies like web services allows integrating the provided services to any web
based legacy e-learning environment.
[1] K. C. Giotopoulos, C. E. Alexakos, G. N. Beligiannis and S. D. Likothanassis, "Computational Intelligence Techniques and Agents-
Technology in E-learning Environments", International Journal of Information Technology, Volume 2, Number 2, 2005,ISSN:1305-2403,pp. 147-156.
[2] S. Buraga, "Developing Agent-Oriented E-Learning Systems", in
Proceedings of The 14th International Conference on Control Systems
And Computer Science - vol. II, I. Dumitrache and C. Buiu, Eds,Politehnica Press, Bucharest, 2003.
[3] A. Angehrn, T. Nabeth, L. Razmerita, and C. Roda., "K-inca: Using artificial agents for helping people to learn new behaviors", in
Proceedings of the IEEE International Conference on Advanced
Learning Technologies (ICALT 2001), Madison USA, August 2001, pp. 225-226.
[4] A. Andronico, A. Carbonaro, G. Casadei, L. Colazzo, A. Molinari, and
M. Ronchetti, "Integrating a multi-agent recommendation system into a Mobile Learning Management System", in Proceedings of Artificial
Intelligence in Mobile System 2003 (AIMS2003), October 12, Seattle,USA.
[5] O. R. Zaiane, "Building a Recommender Agent for e-Learning Systems", in Proceedings of the International Conference on Computers in Education, Auckland, New Zealand, December 2002, pp. 55-59.
[6] V. Pankratius, O. Sandel, W. Stucky, "Retrieving Content with Agents
in Web Service E-Learning Systems", Symposium on Professional Practice in AI, IFIP WG12.5 - in Proceedings of the First IFIP
Conference on Artificial Intelligence Applications and Innovations (AIAI), Toulouse, France, August 2004.
[7] F. Bellifemine, G Caire, A. Poggi and G. Rimassa, "JADE A White Paper", Telecom Italia EXP Magazine, Volume 3, Number 3 September
2003
[8] Foundation of Intelligent Physical Agents (FIPA), http://www.fipa.org/
[9] FIPA ACL Message Structure Specification, FIPA Standard,
http://www.fipa.org/repository/aclspecs.html
[10] W3C - Web Services Activity http://www.w3.org/2002/ws/
[11] F. V. Jensen, An Introduction to Bayesian Networks, Springer Verlag,
New York, 1996.
[12] J. Pearl, Probabilistic Reasoning in Intelligent Systems: Networks of
Plausible Inference, Morgan Kaufmann, San Mateo, CA, 1988.
[13] J. Martin and K. VanLehn, "Student assessment using bayesian nets", International Journal of Human-Computer Studies, vol. 42, pp. 575-591, 1995.
[14] Cristina Conati, Abigail Gertner and Kurt Van Lehn, "Using Bayesian
Networks to Manage Uncertainty in Student Modelling", User
Modelling and User-Adapted Interaction, vol. 12, pp. 371-417, Kluwer
Academic Publishers, Printed in the Netherlands, 2002.
[15] C. Conati, A. S. Gertner, K. Van Lehn, and M. J. Druzdel, "On-line
student modelling for coached problem solving using Bayesian
networks", in Proceedings of the Sixth International Conference on UserModelling, A. Jameson, C. Paris and C. Tasso, Eds, Vienna, New York,
Springer, 1997, pp. 231-242.
[16] R. O. Duda, P. E. Hart and D. G. Stork, Pattern Classification, Wiley-
Interscience, 2nd edition, October 2000.
[17] JavaBayes, Bayesian Networks in Java,
http://www.cs.cmu.edu/~javabayes/
[18] Eclipse Web Tools Platform (WTP), http://www.eclipse.org/webtools/
[1] K. C. Giotopoulos, C. E. Alexakos, G. N. Beligiannis and S. D. Likothanassis, "Computational Intelligence Techniques and Agents-
Technology in E-learning Environments", International Journal of Information Technology, Volume 2, Number 2, 2005,ISSN:1305-2403,pp. 147-156.
[2] S. Buraga, "Developing Agent-Oriented E-Learning Systems", in
Proceedings of The 14th International Conference on Control Systems
And Computer Science - vol. II, I. Dumitrache and C. Buiu, Eds,Politehnica Press, Bucharest, 2003.
[3] A. Angehrn, T. Nabeth, L. Razmerita, and C. Roda., "K-inca: Using artificial agents for helping people to learn new behaviors", in
Proceedings of the IEEE International Conference on Advanced
Learning Technologies (ICALT 2001), Madison USA, August 2001, pp. 225-226.
[4] A. Andronico, A. Carbonaro, G. Casadei, L. Colazzo, A. Molinari, and
M. Ronchetti, "Integrating a multi-agent recommendation system into a Mobile Learning Management System", in Proceedings of Artificial
Intelligence in Mobile System 2003 (AIMS2003), October 12, Seattle,USA.
[5] O. R. Zaiane, "Building a Recommender Agent for e-Learning Systems", in Proceedings of the International Conference on Computers in Education, Auckland, New Zealand, December 2002, pp. 55-59.
[6] V. Pankratius, O. Sandel, W. Stucky, "Retrieving Content with Agents
in Web Service E-Learning Systems", Symposium on Professional Practice in AI, IFIP WG12.5 - in Proceedings of the First IFIP
Conference on Artificial Intelligence Applications and Innovations (AIAI), Toulouse, France, August 2004.
[7] F. Bellifemine, G Caire, A. Poggi and G. Rimassa, "JADE A White Paper", Telecom Italia EXP Magazine, Volume 3, Number 3 September
2003
[8] Foundation of Intelligent Physical Agents (FIPA), http://www.fipa.org/
[9] FIPA ACL Message Structure Specification, FIPA Standard,
http://www.fipa.org/repository/aclspecs.html
[10] W3C - Web Services Activity http://www.w3.org/2002/ws/
[11] F. V. Jensen, An Introduction to Bayesian Networks, Springer Verlag,
New York, 1996.
[12] J. Pearl, Probabilistic Reasoning in Intelligent Systems: Networks of
Plausible Inference, Morgan Kaufmann, San Mateo, CA, 1988.
[13] J. Martin and K. VanLehn, "Student assessment using bayesian nets", International Journal of Human-Computer Studies, vol. 42, pp. 575-591, 1995.
[14] Cristina Conati, Abigail Gertner and Kurt Van Lehn, "Using Bayesian
Networks to Manage Uncertainty in Student Modelling", User
Modelling and User-Adapted Interaction, vol. 12, pp. 371-417, Kluwer
Academic Publishers, Printed in the Netherlands, 2002.
[15] C. Conati, A. S. Gertner, K. Van Lehn, and M. J. Druzdel, "On-line
student modelling for coached problem solving using Bayesian
networks", in Proceedings of the Sixth International Conference on UserModelling, A. Jameson, C. Paris and C. Tasso, Eds, Vienna, New York,
Springer, 1997, pp. 231-242.
[16] R. O. Duda, P. E. Hart and D. G. Stork, Pattern Classification, Wiley-
Interscience, 2nd edition, October 2000.
[17] JavaBayes, Bayesian Networks in Java,
http://www.cs.cmu.edu/~javabayes/
[18] Eclipse Web Tools Platform (WTP), http://www.eclipse.org/webtools/
@article{"International Journal of Business, Human and Social Sciences:59798", author = "Christos E. Alexakos and Konstantinos C. Giotopoulos and Eleni J. Thermogianni and Grigorios N. Beligiannis and Spiridon D. Likothanassis", title = "Integrating E-learning Environments with Computational Intelligence Assessment Agents", abstract = "In this contribution an innovative platform is being
presented that integrates intelligent agents in legacy e-learning environments. It introduces the design and development of a scalable
and interoperable integration platform supporting various assessment agents for e-learning environments. The agents are implemented in
order to provide intelligent assessment services to computational intelligent techniques such as Bayesian Networks and Genetic
Algorithms. The utilization of new and emerging technologies like web services allows integrating the provided services to any web
based legacy e-learning environment.", keywords = "Bayesian Networks, Computational Intelligence techniques, E-learning legacy systems, Service Oriented Integration, Intelligent Agents", volume = "2", number = "7", pages = "774-6", }