nach oben

Erschienen in:

2015 | OriginalPaper | Buchkapitel

Dynamic e-Learning Content Selection with BDI Agents

verfasst von : João de Amorim Jr., Thiago Ângelo Gelaim, Ricardo Azambuja Silveira

Erschienen in: Highlights of Practical Applications of Agents, Multi-Agent Systems, and Sustainability - The PAAMS Collection

Verlag: Springer International Publishing

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

This paper presents an e-learning content selection model, based on multi-agent paradigm, aiming to facilitate the learning material reuse and adaptability on Learning Management Systems. The proposed model was developed according to a BDI multi-agent architecture, as an improvement of the Intelligent Learning Objects approach, allowing the dynamic selection of Learning Objects. A prototype was implemented to validate the proposed model, using the JADEX BDI V3 platform, and allowing to build improved learning experiences.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Vorheriges Kapitel Agent-Based Smart Grid Market Simulation with Connection to Real Infrastructures

Nächstes Kapitel Multi-plataform Interface to an ITS of Proposicional Logic Teaching

Allison, C., Miller, A., Oliver, I., Michaelson, R., Tiropanis, T.: The Web in education. Comput. Netw. 56, 3811–3824 (2012). ElsevierCrossRef

Vesin, B., Klasnja-Milicevic, A., Ivanovic, M., Budimac, Z.: Applying recommender systems and adaptive hypermedia for e-learning personalization. Comput. Inform. 32, 629–659 (2013). Institute of Informatics

Mahkameh, Y., Bahreininejad, A.: A context-aware adaptive learning system using agents. Expert Syst. Appl. 38, 3280–3286 (2011). ElsevierCrossRef

Bachari, E., Abelwahed, E., Adnani, M.: E-learning personalization based on dynamic learners’ preference. Int. J. Comput. Sci. Inf. Technol. (IJCSIT) 3(3), 200–216 (2011)

Caeiro, M., Llamas, M., Anido, L.: PoEML: modeling learning units through perspectives. Comput. Standards Interfaces 36(2), 380–396 (2014). ElsevierCrossRef

Santos, G., Jorge, J.: Interoperable intelligent tutoring systems as open educational resources. IEEE Trans. Learn. Technol. 6(3), 271–282 (2013). IEEE CS & ES CrossRef

Despotovic-Zrakic, M., Markovic, A., Bogdanovic, Z., Barac, D., Krco, S.: Providing adaptivity in moodle LMS courses. Int. Forum Educ. Tech. Soc. 15(1), 326–338 (2012). International Forum of Educational Technology & Society

Komlenov, Z., Budimac, Z., Ivanovic, M.: Introducing adaptivity features to a regular learning management system to support creation of advanced eLessons. Inform. Educ. 9(1), 63–80 (2010). Institute of Mathematics and Informatics

Barak, M., Ziv, S.: Wandering: A web-based platform for the creation of location-based interactive learning objects. Comput. Educ. 62, 159–170 (2013). ElsevierCrossRef

10.

Chen, C.: Intelligent web-based learning system with personalized learning path guidance. Comput. Educ. 51, 787–814 (2008). ElsevierCrossRef

11.

Kurilovas, E., Zilinskiene, I., Dagiene, V.: Recommending suitable scenarios according to learners’ preferences: An improved swarm based approach. Comput. Hum. Behav. 30, 550–557 (2014). ElsevierCrossRef

12.

Wooldridge, M.: An Introduction to MultiAgent Systems, 2nd edn. Wiley, New York (2009)

13.

Weiss, G. (ed.): Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence. The MIT Press, Cambridge (1999)

14.

Pokahr, A., Braubach, L., Haubeck, C., Ladiges, J.: Programming BDI agents with pure Java. In: Müller, J.P., Weyrich, M., Bazzan, A.L. (eds.) MATES 2014. LNCS, vol. 8732, pp. 216–233. Springer, Heidelberg (2014)CrossRef

15.

MOODLE – Modular Oriented-Object Dynamic Learning Environment. http://moodle.org

16.

Alencar, M., Netto, J.: Improving cooperation in virtual learning environments using multi-agent systems and AIML. In: 41st ASEE/IEEE Frontiers in Education Conference, Session F4C, pp. 1–6. IEEE (2011)

17.

Giuffra, P., Silveira, R.: A multi-agent system model to integrate virtual learning environments and intelligent tutoring systems. International Journal of Interactive Multimedia and Artificial Intelligence (IJIMAI) 2(1), 51–58 (2013)CrossRef

18.

Brown, E., Cristea, A., Stewart, C., Brailsford, T.: Patterns in authoring of adaptive educational hypermedia: a taxonomy of learning styles. Edu. Technol. Soc. 8(3), 77–90 (2005). International Forum of Educational Technology & Society

19.

Silveira, R., Gomes, E., Vicari, R.: Intelligent learning objects: an agent-based approach of learning objects. In: van Weert, T., Tatnall, A. (eds.) Information and Communication Technologies and Real-Life Learning. IFIP, vol. 182, pp. 103–110. Springer, Boston (2006)

20.

Silva, J., Silveira, R.: The development of intelligent learning objects with an ontology based on SCORM standard. In: Seventh International Conference on Intelligent Systems Design and Applications, pp. 211–216. IEEE (2007)

21.

Bavaresco, N., Silveira, R.: Proposal of an architecture to build intelligent learning objects based on BDI agents. In: XX Informatics in Education Brazilian Symposium (2009)

22.

Padgham, L., Winikoff, M.: Developing Intelligent Agent Systems – A practical guide. Wiley, New York (2004)CrossRef

23.

Prometheus Design Tool (Eclipse Plug-in). https://code.google.com/p/pdt-plugin/

24.

Pokahr, A., Braubach, L., Jander, K.: The jadex project: programming model. In: Distributed Systems and Information Systems, Chap. 1, pp. 1–34. University of Hamburg (2012)

25.

JADEX Active Components. http://www.activecomponents.org/

26.

Braubach, L., Pokahr, A.: Jadex Active Components Framework – BDI Agents for Disaster Rescue Coordination. University of Hamburg (2011)

27.

Gamma, E., Helm, R., Johnson, R., Vlissides, J.: Design Patterns: Elements of Reusable Object-Oriented Software. Addison-Wesley, New York (1995)

28.

Braubach, L., Pokahr, A.: Developing Distributed Systems with Active Components and JADEX. University of Hamburg (2012)

29.

SCORM 2004. Advanced Distributed Learning. http://www.adlnet.org/scorm

30.

SCORM Run-Time Reference. Rustici Software. http://scorm.com/scorm-explained/technical-scorm/run-time/run-time-reference/

31.

Vian, J., Campos, R., Palomino, C., Silveira, R.: A multiagent model for searching learning objects in heterogeneous set of repositories. In: 2011 11th IEEE International Conference on Advanced Learning Technologies (ICALT), pp. 48–52. IEEE (2011)

32.

Campos, R.L.R., Comarella, R.L., Silveira, R.A.: Multiagent based recommendation system model for indexing and retrieving learning objects. In: Corchado, J.M., Bajo, J., Kozlak, J., Pawlewski, P., Molina, J.M., Julian, V., Silveira, R.A., Unland, R., Giroux, S. (eds.) PAAMS 2013. CCIS, vol. 365, pp. 328–339. Springer, Heidelberg (2013)CrossRef

Titel: Dynamic e-Learning Content Selection with BDI Agents
verfasst von: João de Amorim Jr.
Thiago Ângelo Gelaim
Ricardo Azambuja Silveira
Verlag: Springer International Publishing
Buch: Highlights of Practical Applications of Agents, Multi-Agent Systems, and Sustainability - The PAAMS Collection
Print ISBN: 978-3-319-19032-7

Electronic ISBN: 978-3-319-19033-4

Copyright-Jahr: 2015
DOI: https://doi.org/10.1007/978-3-319-19033-4_25

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner