Abstract
The paper decribes a system architecture for CBT-applications that includes artificial neural networks (ANNs) for dynamically creating user-specific paths through a database of multimedia objects. The organisation of these objects is based on principles of hypersystems. Additionally a semantic data model is involved to describe the objects’ characteristics. The ANNs represent experiences and decisions of former users, based on the object’s characteristics. During a CBT-session, the ANNs are used by a run-time controller in order to retrieve objects, which are appropriate candidates for continuing the lesson, from the semantic data model.
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Bibliography
Kosko, B.: Neural Networks and Fuzzy Systems. Englewood Cliffs: Prentice-Hall 1992.
Hofmann, O.: Entwicklung einer lernfähigen konnektionistischen Komponente zur Ergänzung einer Ablaufsteuerung für CBT-Applikationen. Thesis, Department of Information Systems at the University of Erlangen-Nuemberg, Nuernberg (Germany): 1994.
Hinton, G. E.: Connectionist Learning Procedures. In: Kodratoff, Y., Michalski, R. (eds.): Machine Learning, Vol. III. San Mateo 1990.
Merrill, M. D.: Component Display Theory. In: Reigeluth, C. M. (ed.): Instructional Design — Theories and Models: An Overview of their Current Status, pp. 279. Hillsdale: Lawrence Erlbaum Associates 1983.
Mühlhäuser, M.: Requirements and Concepts for Networked Multimedia Courseware Engineering. In: Maurer, H. (ed.): Computer Assisted Learning. Lecture Notes in Computer Science. No. 360, pp. 400. Berlin: Springer 1989.
Halasz, F., Schwartz, M.: The Dexter Hypertext Reference Model. Communications of the ACM 2, 30 (1994).
Marchionini, G.: Hypermedia and Learning: Freedom and Chaos. Educational Technology 11, 8 (1988).
Wenger, E.: Artificial Intelligence and Tutoring Systems. Los Altos (CA): Kaufmann 1987.
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© 1995 Springer-Verlag/Wien
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Langer, K., Bodendorf, F. (1995). Flexible User-Guidance in Multimedia CBT-Applications Using Artificial Neural Networks. In: Artificial Neural Nets and Genetic Algorithms. Springer, Vienna. https://doi.org/10.1007/978-3-7091-7535-4_82
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DOI: https://doi.org/10.1007/978-3-7091-7535-4_82
Publisher Name: Springer, Vienna
Print ISBN: 978-3-211-82692-8
Online ISBN: 978-3-7091-7535-4
eBook Packages: Springer Book Archive