Safaa S. Mahmoud



An Intelligent System For Smart On-Line Training Courses

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This paper proposed an intelligent diagnosis system for managing the Virtual Educational Enterprises in the e-learning community through the on-line training system that supports a Web-based training model. The online training system is centered in reusability, accessibility, durability and interoperability of course content and environments of virtual education. The structuring model for dynamic composition of these components is based on the concept graph knowledge representation model. The multi-agent architecture as a middleware for open WEB systems is developed for sequencing and delivery of e-courses. A basic problem faced by the E-Learning community systems is how to produce and deliver quality content for online training experiences, being able to compose, revise and update this content in an efficient way. This arise the issues of interoperability (content from multiple sources working equally well with different learning systems) and reusability (content developed in one context being transferable to another context), which are imperative to the sustainability of the work on Web Based Education (WBE). Online Training Management System is covered in this study range from those that manage resources in training centers as virtual educational enterprises through systems that manage e-course training to those that manage the delivery of multimedia training over local area and wide area networks and the Internet and intranets. It also includes systems that provide virtual e-courses according to quality criteria. The advantages of the proposed intelligent system for trainers and educational enterprises are reducing the training cost. These costs are related to trainers’ salaries, meeting room cost, trainer travel, and meals are quantifiable; the reduction of time being away from the job by employee. Learning times be reduced, delivery of content is possible, self-learning reduces stress and increases trainee satisfaction, interactivity, and help trainee to get quick reference materials.


Intelligent Tutoring System ITS, e-course, e-learning community, UML diagram, Virtual Educational Enterprise, on-Line Training, content standards


[1] Anderson, J.R., 1983. The Architecture of Cognition. Harvard University Press, London.

[2] Bom, B.S., 1984. The 2 sigma problem: the search for methods of group instruction as effective as one-to-one. Educational Research 13, 4–16.

[3] Carbonell, J.R., 1970. AI in CAI: an artificial intelligence approach to computer assisted instruction. IEEE Transaction on Man–Machine System 11, 190–202.

[4] Cheung, B., Hui, L.C.K., 1999. Student authentication for a web based distance learning system. In: Proceedings of the 5th International Conference on Information Systems Analysis and Synthesis, Orlando, FL, USA, July–Aug 1999, pp. 441–446.

[5] Cheung, B., Yiu, S.M., 1998. WWW Technologies and adult continuing education. In: The Third Annual Teaching in the Community College Online Conference (TCC _98), 1998.

[6] Cheung, B., Ho, S., Yiu, S.M., 1998. A survey on online education. In: Proceedings of the World Conference on the WWW, Internet and Intranet 1998 (WebNet 98), 1998.

[7] Cheung, B., Hui, L.C.K., Yim, T., Yung, V.W.L., 1999. Security design in an online-education project, in e-education: challenges and opportunities. In: Proceedings of the 5th Hong Kong Web Symposium. Hong Kong, October 1999, pp. 1–14.

[8] Cheung, B., Yiu, S.M., Yung, V., 2000. Are SPACE students ready for online courses? In: Lifelong Education in Hong Kong. Hong Kong University Press.

[9] Cheung, B., Hui, L., Yiu, S.M., 2002a. The content engineering agent: from the TQM perspective. In: The Proceedings of the World Conference on Educational Multimedia, Hypermedia and Telecommunications (Ed-Media 2002). Denver, CO, June 2002.

[10] Cheung, B., Kwok, S.L.K., Hui, L., Lee, J., Yiu, S.M., 2002b. Incorporating total quality management into a content engineering agent. In: The Proceedings of the Fourth International Conference on New Educational Environments (ICNEE 2002), May 2002.

[11] Dean, Christopher, Technology Based Training & On-line Learning: An Overview of Authoring Systems and Learning Management Systems available in the UK, PeakDean Interactive, Crown Copyright, December 2002.

[12] Demetriou, A., 1993. The Architecture and Dynamics of Developing Mind. University of Chicago Press, Chicago. Friedman, S.L., 1986. The Brain, Cognition, and Education. Academic Press, Orlando. John, K.O., 1988. Schoolworlds /Microworlds: Computers and the Culture of the Classroom. Pergamon Press, Oxford.

[13] Johnson, W.L., 1986. Intention-Based Diagnosis of Errors in Novice Programs. Morgan Kaufmann Publishers, Los Altos, CA.

[14] Kozminsky, E., 1992. Go for Gos: Cognitive processes underlying these of graphic organizers. In: Presentation at the American Educational Research association Annual Meeting. San Francisco, USA, 1992.

[15] Mayes, T., 2000. Pedagogy, lifelong learning and ICT. A Discus sion

[16] McArthus, D., Lewis M., Bishay M., 2002. The roles of artificial intelligence in education: current progress and future prospects, RAND, Santa Monica. Available from <http://www.rand.org/education/mcarthur/Papers/role.html#conc>.

[17] Patrick, H.W., 1992. Artificial Intelligence, third ed Addison-Wesley. Robert, M.G., 1985. The Conditions of Learning and Theory of Instruction, fourth ed Hot Rinehart and Winston, Inc. SPACENews, 2001. SPACENews, School of Professional and Education, The University of Hong Kong 9, 11.

[18] Vanlehn, K., 1996. Conceptual and meta-learning during coached problem solving. In: Proceedings of the Third International
Conference on Intelligent Tutoring Systems (ITS_96), pp. 29–47.

[19] Willis, J., 2000. A Framework for Task-Based Learning, fourth ed Longman.

[20] Yau, J., Hui, L., Cheung, B., Yiu, S.M., 2002. An online course material copyright protection scheme. In: The Proceedings of International Network Conference 2002 (INC2002), UK, July 2002.

[21] Zhang, J., Cheung, B., Hui, L., 2001. An intelligent tutoring system: Dynamic intelligent System, In: The Proceedings of World Conference on Educational Multimedia, Hypermedia and Telecommunications 2001 (ED-MEDIA 2001), Finland, June 2001, pp. 2130–2131.

[22] Barron,T Harnessing Online Learning Training and Development September 1999

[23] Beckett,D Disembodied Learning: How flexible delivery shoots higher education in the foot, well sort of Electronic Journal of Sociology Vol 3,No 3 April 1998

[24] Booker, D. The Educational Debate – A New Paradigm for Library and Information Services in the On-Line Learning Environment. Adelaide Institute of TAFE 1997. http://netways.shef.ac.uk/discuss/dibook.htm

[25] Carroll,T & McNickle,C On-Line Student Services Project , Review of the Literature

[26] Carter, G The online learning environment: Virtual communities suspended in cyberspace. harles Sturt University Queensland 1999

[27] Chizmar,J.F & Williams,D.B Internet Delivery of Instruction: Issues of best teaching practice, administrative hurdles, and old-fashioned politics

[28] Corben,H Going online: Teachers as 'virtual’ learners Training agenda: a journal of vocational education and training Vol 5 No 4 November 1997

[29] Doctor, S E-mail in Tertiary Counselling Services: The technology has arrived but have we? Journal of the Australian and New Zealand Student Services Association: No 11 April 1998 Page 42

[30] Flanagan, M Online learning communities: Factors influencing participation and learning. Research paper published by author. Tas 1999.

[31] Hequet, M How does multimedia change training? Multimedia in Training Illinois Online Network What makes a successful Online Student? http://illinois.online.uillinois.edu/model/Studentprofile.htm

[32] Jasinski, M Teaching and learning styles that facilitate online learning: Documentation project (SA04) Mind Media Douglas Mawson Institute South Australia http://www.tafe.sa.edu.au/lsrsc/one/natproj/tal/survey/index.hit

[33] Jasinski M Online Networks in VET Research Report: Establishing Online Networks for People Working in Vocational Education and Training http://wwwtafe.lib.rmit.edu.au/onliet/

[34] ANTA Kilby, Tim What is Web-based Training? WBT Information Center http://www.filename.com/wbt/pages/whatiswbt.htm 1997

[35] Kiser,K 10 things we know so far about online Training November 1999 McNickle,C Flexible delivery: Induction strategies and support for learner success What does the literature say? Research Report Canberra Institute of Technology 1999.

[36] Mudge, S.M Delivering Multimedia Teaching Modules via the Internet IETI 36,1

[37] Cheung B., Zhanf J., Yiu S. M. SmartTutor: An intelligent tutoring system in web-based adult education, Journal of System Software. Vol 68, 2003, www.elesvier.com/locate/jss

[38] Murray, C. The Development of Online Learning. Department of Education, Tasmania 1999.

[39] Online Handbook Teaching and Learning Online (TALON) Tropical North Queensland Institute of TAFE Owen,C & Rushton,A Women connecting: Maximizing information technology for women working and studying in non-traditional and emerging occupations Centre for Research and Learning in Regional Australia September 1999

[40] Pittman, L Keeping quality in the picture Campus Review March 2000

[41] Salmon,G Teaching and learning online in an established distance university business school Open University Business School, UK Page 43, http://oubs.open.ac.uk/gilly

[42] Salmon, G Student induction and study preparation online Open University Business School, UK http://oubs.open.ac.uk/gilly

[43] http://www.educause.edu/ir/library/html/cnc9852/cnc9852.html

[44] Daniela Velichová , RLO in e-Learning Solutions, Institute of Natural Sciences, Humanities and Social Sciences, Faculty of Mechanical Engineering, Slovak University of Technology, Nám. slobody 17, 812 31 Bratislava, Slovak Republic, 2008 http://virtuni.eas.sk/rocnik/2008/pdf/aid000262.pdf

[45] Carliner, S. and Patti shank editors, the e-learning handbook, John Willy, 2008 Pfiffer, http://www.scribd.com/doc/26457705/The-E-Learning-Handbook-Past-Promises-Present-Challenges

[46] WBTIC Web-Based Performance Support Systems , Web Based Training http://www.webbasedtraining.com/about.aspx

[47] Cecilie, Murraym e-maginem center of Excellence in Online Learningm Department of Education, Tasmania, Alia Conference, 2001 http://conferences.alia.org.au/libtec2001/papers/cecilie.html 

Cite this paper

Safaa S. Mahmoud. (2017) An Intelligent System For Smart On-Line Training Courses. International Journal of Education and Learning Systems, 2, 201-210


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