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Intelligent Exploration System - An Approach for User-Centered Exploratory Learning

Authors: Kawa Nazemi; Matthias Breyer; Christian Stab; Dirk Burkhardt; Dieter W. Fellner;

Intelligent Exploration System - An Approach for User-Centered Exploratory Learning

Abstract

{"references": ["Aleven, V., McLaren,B.M., Roll, I., and Koedinger, K.R. Toward tutoring help seeking: Applying cognitive modeling to meta-cognitive skills. Proceedings of the 7th International Conference on Intelligent Tutoring Systems (ITS 2004), 227-239.", "Anderson, J.R., Corbett, A.T., Koedinger, K.R., Pelletier, R. Cognitive Tutors: Lessons Learned. Journal of the Learning Sciences 4, 2 (1995), 167-207.", "Baker, R.S. (2005) Designing Intelligent Tutors That Adapt to When Students Game the System. Doctoral Dissertation. Carnegie Mellon University Technical Report CMU-HCII-05-104. CHI 2007 Proceedings \u2022 Learning & Education April 28-May 3, 2007 \u2022 San Jose, CA, USA", "Baker, R.S., Corbett, A.T., and Koedinger, K.R. (2004) Detecting Student Misuse of Intelligent Tutoring Systems. Proceedings of the 7th International Conference on Intelligent Tutoring Systems (ITS 2004), 531-540.", "Baker, Ryan S. J. d. (2007): Modeling and understanding students' off-task behavior in intelligent tutoring systems. In: CHI '07: Proceedings of the SIGCHI conference on Human factors in computing systems. New York, NY, USA: ACM, S. 1059-1068.", "Burkhardt, Dirk; Nazemi, Kawa, Bhatti, Nadeem and Hornung, Christoph (2009): Technology Support for Analyzing User Interactions to Create User-Centered Interactions. In: Constantine Stephanidis (Hg.): Universal Access in Human-Computer Interaction. Addressing Diversity, 5th International Conference, UAHCI 2009, Held as Part of HCI International 2009, San Diego, CA, USA, July 19-24, 2009. Proceedings, Part I: Springer (Lecture Notes in Computer Science, 5614), S. 3\u201312.", "Bruner, Jerome.S. (2006) The Act of Discovery. Harvard Educational Review, 31:12-32", "Colace, F.; Santo, M. de: Adaptive hypermedia system: A design proposal and a case study. In: Frontiers in Education Conference 2009. FIE '09. 39th IEEE, S. 1\u20137.", "Hornung, Christoph; Andrina Granic and Maja Cukusic and Kawa Nazemi (2008): eKnowledge Repositories in eLearning 2.0: UNITE - a European-Wide Network of Schools. In: Frederick W. B. Li; Jianmin Zhao and Timothy K. Shih and Rynson W. H. Lau and Qing Li and Dennis McLeod (Hg.): Advances in Web Based Learning - ICWL 2008, 7th International Conference, Jinhua, China, August 20-22, 2008. Proceedings: Springer (Lecture Notes in Computer Science, 5145), S. 99\u2013110.", "Hunziker, Alexander W.; Hugi, Rolf (2007): Explorative learning and scientific writing: how to teach students control their own learning process. In: CATE '07: Proceedings of the 10th IASTED International Conference on Computers and Advanced Technology in Education. Anaheim, CA, USA: ACTA Press, S. 431-435.", "Kerren, Andreas (2004): Generation as method for explorative learning in computer science education. In: ITiCSE '04: Proceedings of the 9th annual SIGCSE conference on Innovation and technology in computer science education. New York, NY, USA: ACM, S. 77-81.", "Nazemi, Kawa; Bhatti, Nadeem; Godehardt, Eicke; Hornung, Christoph (2007): Adaptive Tutoring in Virtual Learning Worlds. In: Craig Montgomerie; Jane Seale (Hg.): Proceedings of World Conference on Educational Multimedia, Hypermedia and Telecommunications 2007. Vancouver, Canada: AACE, S. 2951-2959.", "Nazemi, Kawa; Cuku\u0161ic, Maja; Granic, Andrina (2009): eLearning 2.0 \u2013 Technologies for Knowledge Transfer in European-Wide Network of Schools. In: Journal of Software, Jg. 4, H. 2, S. 108\u2013115.", "Nazemi, Kawa; Hornung, Christoph (2008): Intuitive Authoring on Web: a User-Centered Software Design Approach. In: Joseph Luca; Edgar R. Weippl (Hg.): Proceedings of World Conference on Educational Multimedia, Hypermedia and Telecommunications 2008. Chesapeake, VA: AACE, S. 1440-1448.", "Nazemi, Kawa; Matthias Breyer and Christoph Hornung (2009): SeMap: A Concept for the Visualization of Semantics as Maps. In: Constantine Stephanidis (Hg.): Universal Access in Human-Computer Interaction. Applications and Services, 5th International Conference, UAHCI 2009, Held as Part of HCI International 2009, San Diego, CA, USA, July 19-24, 2009. Proceedings, Part III: Springer (Lecture Notes in Computer Science, 5616), S. 83\u201391.", "Nazemi, Kawa; Thomas Daniel Ullmann and Christoph Hornung (2009): Engineering User Centered Interaction Systems for Semantic Visualizations. In: Constantine Stephanidis (Hg.): Universal Access in Human-Computer Interaction. Addressing Diversity, 5th International Conference, UAHCI 2009, Held as Part of HCI International 2009, San Diego, CA, USA, July 19- 24, 2009. Proceedings, Part I: Springer (Lecture Notes in Computer Science, 5614), S. 126\u2013134.", "Tuominen, Eva; Kangassalo, Marjatta; Hietala, Pentti; Raisamo, Roope; Peltola, Kari (2008): Proactive agents to assist multimodal explorative learning of astronomical phenomena. In: Adv. in Hum.-Comp. Int., Jg. 2008, S. 1-13.", "Vado del, V. Irseda, Rafael (2010): A visualization tool for tutoring the interactive learning of data structures and algorithmic schemes. In: SIGCSE '10: Proceedings of the 41st ACM technical symposium on Computer science education. New York, NY, USA: ACM, S. 187-191.", "Yu, Han; Cai, Yundong; Shen, Zhiqi; Tao, Xuehong; Miao, Chunyan (2010): Agents as intelligent user interfaces for the net generation. In: IUI '10: Proceeding of the 14th international conference on Intelligent user interfaces. New York, NY, USA: ACM, S. 429-430.", "Gruber, T. (1993). A Translation Approach to Portable Ontology Specifications. Knowledge Acquisition, Vol. 5, Issue 2, 199\u2013220", "Getoor, L. and Sahami, M. Using Probabilistic Relational Models for Collaborative Filtering, WebKDD, 1999", "Noguez, J. and L. Sucar, E. A Probabilistic Relational Student Model for Virtual Laboratories. Proc. ENC, 2005, 2-9", "Guzdial, M. Deriving software usage patterns from log files. Georgia Institute of Technology, 1993", "Anderson, C., Domingos, P. and Weld, S. Relational Markov models and their application to adaptive web navigation. Proc. KDD, 2002, 143-152", "K\u00fcnzer, A., Ohmann, F. and Schmidt, L. Antizipative Modellierung des Benutzerverhaltens mit Hilfe von Aktionsvorhersage-Algorithmen. MMI-Interaktiv No. 7, 2004, 61-83", "Stab, Christian (2009) Interaktionsanalyse f\u00fcr adaptive Benutzerschnittstellen (Interaction Analysis for Adaptive User Interfaces). Darmstadt, Technical University, Diploma Thesis.", "Bhatti, Nadeem (2008) Web Based Semantic Visualization to Explore Knowledge Spaces - An Approach for Learning by Exploring In: Luca, Joseph (Ed.) ; Weippl, Edgar R. (Ed.) ; Association for the Advancement of Computing in Education (AACE): Proceedings of ED-Media 2008 : World Conference on Educational Multimedia, Hypermedia & Telecommunications, Chesapeake, pp. 312-317.", "Bhatti, Nadeem; Weber, Stefan Hagen: Semantic Visualization to Support Knowledge Discovery in Multi-Relational Service Communities In: Cruz-Cunha, Maria Manuela (Ed.) ; Oliveira, Eva Ferreira de (Ed.) ; Tavares, Ant\u00f3nio Jos\u00e9 Videira (Ed.) ; Ferreira, Luis G. (Ed.): Handbook of Research on Social Dimensions of Semantic Technologies and Web Services. Hershey, Pennsylvania : IGI Global, 2009, 23 p."]}

The following paper describes the conceptual design of an Intelligent Exploration System (IES) that offers a user-adapted graphical environment of web-based knowledge repositories, to support and optimize the explorative learning. The paper starts with a short definition of learning by exploring and introduces the Intelligent Tutoring System and Semantic Technologies for developing such an Intelligent Exploration System. The IES itself will be described with a short overview of existing learner or user analysis methods, visualization techniques for exploring knowledge with semantics technology and the explanation of the characteristics of adaptation to offer a more efficient learning environment.

Keywords

Knowledge Exploration, Information Visualization, Intelligent Tutoring Systems, Knowledge Discovery

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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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