A Multi-Agent Intelligent Learning System: An Applicationwith a Pedagogical Agent and Learning Objects
Sánchez-Guerrero Lourdes, Laureano-Cruces Ana Lilia, Mora-Torres Martha, Ramírez-Rodríguez Javier, Silva-López Rafaela Blanca
Departamento de Sistemas, Universidad Autónoma Metropolitana Azcapotzalco, Distrito Federal, México;Laboratoire Informatique d’Avignon, Université d’Avignon et des Pays de Vaucluse, Avignon, France.
Departamento de Sistemas, Universidad Autónoma Metropolitana Azcapotzalco,Distrito Federal, México.
Departamento de Sistemas, Universidad Autónoma Metropolitana Azcapotzalco,Distrito Federal, México;Laboratoire Informatique d’Avignon, Université d’Avignon et des Pays de Vaucluse,Avignon, France;Posgrado en Ciencia e Ingeniería de la Computación, Universidad Nacional Autónoma de México,Distrito Federal, México.
Posgrado en Ciencia e Ingeniería de la Computación, Universidad Nacional Autónoma de México,Distrito Federal, México.
DOI: 10.4236/ce.2013.47A2024   PDF    HTML     4,867 Downloads   7,177 Views   Citations

Abstract

This article describes the analysis, design and development of an Intelligent Learning System (ILS). The design of the ILS is based on a multi-agent architecture. This architecture includes reactive agents which represent the expertise of each of the necessary sub-skills in learning the application domain, which in the study case is structured programming. The ILS utilizes artificial intelligence techniques to implement the teaching-learning process using an inference engine based on a general didactic model. As a result, this system is termed as Intelligent Learning System with Learning Objects (ProgEst). ProgEst is carried out with the objective of providing the user with self-regulated learning strategies in addition to the knowledge of a determined domain. The case study includes situations related to: learning styles, knowledge domain (errors made) and affective-motivational state. The assessments shall determine: 1) what is to be explained, 2) level of detail and timing, 3) how and when to interrupt the student, and 4) the information to provide during the interaction.

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Lourdes, S. , Lilia, L. , Martha, M. , Javier, R. and Blanca, S. (2013) A Multi-Agent Intelligent Learning System: An Applicationwith a Pedagogical Agent and Learning Objects. Creative Education, 4, 181-190. doi: 10.4236/ce.2013.47A2024.

Conflicts of Interest

The authors declare no conflicts of interest.

References

[1] Alonso, M. C., Gallego, D. J. and Honey, P. (1994). Los estilos de ap rendizaje (Procedimientos de DiagnósICTo y Mejora). Spain: Edi ciones Mensajero S.A. Sexta Edicion.
[2] Castaneda, S. (2006). Evaluacion del aprendizaje en el nivel univer sitario, elaboración de examenes y reactivos-objetivos. UNAM-Psy chology Faculty, CONACYT Project 40608-H.
[3] Chan Núnez, M. E., Galeana, de la O. L., & Ramírez Montoya, M. S. (2006). Objetos de Aprendizaje e Innovación Educativa (pp. 11-44). México: Editorial Trillas.
[4] Honey, P., & Mumford, A. (1986). Using our learning styles. Berkshire: Peter Honey.
[5] Laureano-Cruces, A., Mora-Torres, M., Ramírez-Rodríguez, J., & de Arriaga-Gómez, F. (2011). Operative strategies related to an affec tive-motivational architecture to achieve instructional objectives. Journal Artificial Intelligence Machine Learning/International Congress for Global Science and Technology (ICGST), 11, 15-20.
[6] Laureano-Cruces, A., Mora-Torres, M., Ramirez-Rodriguez, J., de Arriaga-Gómez, F., & Escarela-Perez, R. (2010a). Cognitive-opera tive model of intelligent learning systems behavior. Interactive Learning Environments, 18, 11-38. doi:10.1080/10494820802160872
[7] Laureano-Cruces, A., Mora-Torres, M., Ramirez-Rodriguez, J., & Gamboa Rodriguez, F. (2010). Implementation of an affective-motivational architecture tied to a teaching-learning process. In J. Sanchez, & K. Zhang (Eds.), Proceedings of World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education 2010 (pp. 1930-1938). Chesapeake, VA: AACE. http://www.editlib.org/p/35837.
[8] Laureano-Cruces, A. L., Mora-Torres, M., Ramírez-Rodríguez, J., & Gamboa-Rodríguez, F. (2009). Emotions as an element that maxi mizes the effectiveness of a pedagogical agent. In T. Bastiaens et al. (Eds.), Proceedings of World Conference on E-Learning in Corpo rate, Government, Healthcare, and Higher Education 2009 (pp. 2817-2822). Chesapeake, VA: AACE. http://www.editlib.org/p/32884
[9] Laureano-Cruces, A., Sánchez-Guerrero, L., Ramirez-Rodriguez, J., & Mora-Torres, M. (2008a). Learning objects and personalized instruction. In G. Richards (Ed.), Proceedings of World Conference on E Learning in Corporate, Government, Healthcare, and Higher Education 2008 (pp. 1728-1736). Chesapeake, VA: AACE. I
[10] Laureano-Cruces, A., Teran-Gilmore, A., & Rodriguez-Aguilar, R. M. (2005). Cognitive and affective interaction in a pedagogical agent. ANIEI XVIII National Congress and IV International Congress on Information Processing and Computing, Torreon, 26-28 October 2005. http://delfosis.uam.mx/~ana/
[11] Laureano-Cruces, A., Teran-Gilmore, A., De Arriaga Gomez, F., & El Alami, M. (2003). La importancia de las estrategias cognitivas en el diseno del curricula didactico (pp. 35-41). ANIEI XVI National Con gress and II International Congress on Information Processing and Computing, Zacatecas, 22-24 October 2003.
[12] Laureano-Cruces, A. (2000a). Interaccion dinamica en sistemas de ensenanza inteligentes. Ph.D. Thesis, Institute of Biomedical Stud ies/UNAM. http://delfosis.uam.mx/ana/02_publicaciones/tesis_doctoral/
~TesisDoctoral.PDF
[13] Laureano-Cruces, A., & de Arriaga-Gómez, F. (2000b). Reactive Agent design for intelligent tutoring systems. Cybernetics and Systems, 31, 1-47. doi:10.1080/019697200124900
[14] Laureano-Cruces, A., & de Arriaga-Gómez, F. (1998). Multi-agent ar chitecture for intelligent tutoring systems. Interactive Learning En vironments, 6, 225-250. doi:10.1076/ilee.6.3.225.3603
[15] Learning Management System Moodle (definition). http://moodle.org
[16] Mora-Torres, M., Laureano-Cruces, A. L., & Velasco-Santos, P. (2011). Estructura de las Emociones dentro de un proceso de ensenanza aprendizaje. Perfiles Educativos-UNAM, 33, 64-79.
[17] Mora-Torres, M., Laureano Cruces, A., & Velasco-Santos P. (2010). Estructura de las emociones dentro de un proceso de ensenanza aprendizaje. Revista Indexada “Perfiles Educativos”, 33.
[18] Munoz-Arteaga, J., Osorio-Urrutia, B., álvarez-Rodríguez, F., & Car dona-Salas, P. (2008). Methodology for creating learning objects and integrating them into a learning management system. Universidad Autónoma de Aguascalientes, Distrito Federal, México
[19] Pintrich, P., Smith, D., García, T., & Mckeachie, W. (1991). A manual for the use of the motivated strategies for learning questionarie (MSQL). Michigan, USA: National Center for Research to Improve Postsecondary Teaching and Learning University of Michigan.
[20] Reilly, R. R., & Lewis, E. L. (1991). Educational psychology applica tion for classroom, learning and introduction. New York, Maxwell McMillan International.
[21] Sanchez-Guerrero, L., Laureano-Cruces, A. L., Mora-Torres, M., & Ra mirez-Rodriguez, J. (2011). Multiagent architecture for errors man agement in content organized in learning objects. Proceedings of World Conference on E-Learning in Corporate, Government, Health care, and Higher Education 2011 (pp. 2462-2467). Chesapeake, VA: AACE.
[22] Sanchez-Guerrero, L., Laureano-Cruces, A. L., Mora-Torres, M., & Ramírez-Rodríguez, J. (2010). Scenarios in application of cognitive didactics for an Intelligent Learning System (relation with the types of errors). Proceedings of World Conference on E-Learning in Cor porate, Government, Healthcare, and Higher Education 2010 (pp. 322-327). Chesapeake, VA: AACE. http://www.editlib.org/p/35561
[23] Sanchez-Guerrero, L., Laureano-Cruces, A., Mora-Torres, M., & Rami rez-Rodriguez, J. (2009). An intelligent learning system within a learning object. Proceedings of World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education 2009 (pp. 1917-1926). Chesapeake, VA: AACE. http://www.editlib.org/p/32742
[24] Velasco Santos, P., Laureano Cruces, A., Mora Torres, M., & Sánchez Guerrero, L. (2009). Un diseno de interfaz tomando en cuenta el estilo de aprendizaje (pp. 311-320). 22nd National Congress and 8th International Congress on Information Processing and Computing, Ensenada, 21-23 October 2009.
[25] Velasco-Santos, P., Laureano-Cruces, A., Mora-Torres, M., & Sánchez Guerrero, L. (2008). La Importancia del diseno de una Interfaz en el proceso ensenanza-aprendizaje (pp. 108-113). ANIEI XXI National Congress and VII International Congress on Information Processing and Computing, Monterrey, 1-3 October 2008.

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