ABSTRACT
The aim of personalizing web information systems is to tailor content (media) to the user's personal preferences, goals and context, in turn increasing the reusability of that content. However, most developers are increasingly seeking to apply 'Web as a Platform' based approaches where web-based content is integrated with web services to provide the platform and environment features that were traditionally offered by desktop environments and applications. Therefore, next generation personalized web information systems need to be capable of dynamically personalizing, adapting and integrating web content and web services to create customized experiences for individual users. The goal of the research presented in this paper is to provide innovative techniques and technologies to achieve this. As part of this research, a novel architecture for the generation of Personalized Learning Activities, which highlights both the need for, and the power of combining and personalizing content and services has been developed. The system has been evaluated in the context of a Higher Education use case based on the user's perception of three key elements of the Personalized Learning Activity: the personalization, the usability and the educational benefits.
- Adams, M., ter Hofstede, A., Edmond, D. & van der Aalst. Worklets: A service-oriented implementation of dynamic flexibility in workflows. In Proceedings of CoopIS 06 - On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE, pp. 291--308, 2006. Google ScholarDigital Library
- Ardissono, L., Furnari, R., Goy, A., Petrone, G. & Segnan, M. The Context Aware Workflow Execution Framework. In International Journal of Autonomous and Adaptive Communications Systems, 5(1), Dargie, W., Kuwaharam N., & Denko, M., (eds.), pp. 58--76, 2012. Google ScholarDigital Library
- Bailey, C., Zalfan, M. T., Davis, H. C., Fill, K. & Conole, G. Panning for Gold: Designing Pedagogically-inspired Learning Nuggets. In Educational Technology & Society, 9(1), pp. 113--122, 2006.Google Scholar
- Bruijn, J. D., Bussler, C., Domingue, J. & Fensel, D. Web Service Modeling Ontology (WSMO). W3C Member Submission, 2005. Available at: http://www.w3.org/Submission/WSMO/Google Scholar
- Brusilovsky, P., Sosnovsky, S. & Yudelson, M. Ontology-based framework for user model interoperability in distributed learning environments. In Proceedings of World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education, (AACE E-Learn 2012), G. Richards, (ed.), pp. 2851--2855, 2005.Google Scholar
- Brusilovsky, P. Adaptive Navigation Support, In The Adaptive Web, P. Brusilovsky, A. Kobsa, W. Nejdl (eds.), LNCS vol. 4321, Springer, pp. 263--290, 2007. Google ScholarDigital Library
- Casati, F., Ilnicki, S., Jin, L. J., Krishnamoorthy, V. & Shan, M. C. Adaptive and dynamic service composition in eFlow. In Advanced Information Systems Engineering (CAiSE 2000). Wangler, B., & Bergman, L. D. (eds.), LNCS vol. 1789, Springer, pp. 13--31, 2007. Google ScholarDigital Library
- Conlan, O. & Wade, V. Evaluation of APeLS - An Adaptive eLearning Service Based on the Multi-Model, Metadata-Driven Approach. In Proceedings of The Third International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems (AH2004). P. De Bra & W. Nejdl, (eds.), Springer, pp. 291--295, 2004. Google ScholarDigital Library
- Dagger, D., Wade, V., & Conlan, O. Personalisation for All: Making Adaptive Course Composition Easy. In Educational Technology & Society, 8 (3), pp. 9--25, 2005.Google Scholar
- Dalziel, J. Implementing Learning Design: The Learning Activity Management System (LAMS). In Proceedings of The 20th Annual Conference of the Australasian Society for Computers in Learning in Tertiary Education (ASCILITE). G. Crisp et al., eds., Adelaide, Australia, pp. 593--596, 2003.Google Scholar
- Dou, X. Song, R. & Wen, J. A Large-scale Evaluation and Analysis of Personalized Search Strategies, In Proceedings of 16th International Conference on World Wide Web (WWW16), Banff, Alberta, Canada, pp 581--590, 2007. Google ScholarDigital Library
- Ecsobedo del Cid, J. P., de la Fuente Valentín, L., Gutiérrez, S., Pardo, A., Delgado Kloos, C. Implementation of a Learning Design Run-Time Environment for the LRN Learning Management System In Journal of Interactive Media in Education, special edition on Adaptation and IMS Learning Design, D. Burgos, (ed.) 2007(01), pp. 1--12, 2007.Google Scholar
- Ghedira, C. & Mezni, H. Through Personalized Web Service Composition Specification: From BPEL to C-BPEL. Electronic Notes in Theoretical Computer Science, 146(1), pp. 117--132, 2006. Google ScholarDigital Library
- Grapple. Generic Responsive Adaptive Personalized Learning Environment, EU FP7 Project, 2011. available at http://www.grapple-project.org/Google Scholar
- IMS. IMS Learning Design Specification, 2003. Available at: http://www.imsglobal.org.Google Scholar
- Jeffery, A., Conole, G. & Falconer, I. LADiE Project Final Report, 2006. Available at: http://www.jisc.ac.uk/publications/reports/2006/ladiefinalreport.aspx.Google Scholar
- Jordan, D. & Evdemon, J. Web services business process execution language version 2.0. OASIS Standard, 2007.Google Scholar
- Martens, H. & Vogten, H. A Reference Implementation of a Learning Design Engine. In Learning Design. R. Koper & C. Tattersall, (eds.), Springer-Verlag Berlin/Heidelberg, pp. 91--108, 2005.Google Scholar
- Martin, D., Burstein, M., Hobbs, J., Lassila, O., McDermott, D., McIlraith, S., Narayanan, S., Paolucci, M., Parsia, B., Payne, T. & others. OWL-S: Semantic markup for web services. W3C Member Submission, 2004.Google Scholar
- O' Reilly, T., 2005. What Is Web 2.0, http://oreilly.com/web2/archive/what-is-web-20.html, last accessed 17/02/12Google Scholar
- Rao, J., Su, X. A survey of automated web service composition methods. In: Proceedings of the First International Workshop on Semantic Web Services and Web Process Composition (SWSWPC), Springer, pp. 43--54, 2004. Google ScholarDigital Library
- Smits, D. & De Bra, P. GALE: a highly extensible adaptive hypermedia engine. In Proceedings of The 22nd ACM Conference on Hypertext and Hypermedia, Eindhoven, The Netherlands, pp. 63--72, 2011. Google ScholarDigital Library
- Sosnovsky, S. Adaptive Navigation for Self-Assessment Quizzes. In Proceedings of the Third International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, W. Nejdl & P. De Bra, (eds.), pp. 366--371, 2004.Google Scholar
- van Der Aalst, W. M. P., Ter Hofstede, A. H. M., Kiepuszewski, B. & Barros, A. P. Workflow patterns. In Distributed and parallel databases, 14(1), Kluwer, pp. 5--51, 2003. Google ScholarDigital Library
- van Der Aalst, W. M. P. & Ter Hofstede, A. H. M. YAWL: yet another workflow language. In Information Systems, 30(4), Elsevier, pp. 245--275, 2005. Google ScholarDigital Library
- Wade, V. Keynote Address: Challenges for the Multi-Dimensional Personalised Web, User Modelling, Adaptation and Personalisation (UMAP), Trento, Italy, 2009. Google ScholarDigital Library
Index Terms
- Personalized activity based eLearning
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