Sistemas de apoyo a las decisiones para la asignación y programación de materias en la educación superior: una revisión sistemática de la literatura

• Gabriel Cotera-Ramírez ^[1] ; Sebastián Ventura Soto ^[2] ; Jaime Meza Hormaza ^[1]
  1. [1] Universidad Técnica de Manabí

     Universidad Técnica de Manabí

     Portoviejo, Ecuador

     
  2. [2] Universidad de Córdoba

     Universidad de Córdoba

     Cordoba, España

     
• Localización: RISTI: Revista Ibérica de Sistemas e Tecnologias de Informação, ISSN-e 1646-9895, Nº. Extra 64, 2023, págs. 134-147
• Idioma: español
• Títulos paralelos:
  • Decision Support Systems for Subject Assignment and Scheduling in Higher Education: A Systematic Literature Review
• Enlaces
  • Texto completo (pdf)
• Resumen
  • español

    Esta investigación aborda os sistemas de soporte a la toma de decisiones (DSS, por sus siglas en inglés) en la gestión académica de instituciones de educación superior, centrándose en la asignación de asignaturas y la creación de horarios. Se destaca la importancia de la planificación de actividades y la toma de decisiones en entornos con alta incertidumbre y cómo los DSS han evolucionado con la incorporación de inteligencia artificial (IA) para adaptarse a un entorno muy dinámico. La metodología utilizada en el estudio es una revisión sistemática de la literatura que proporciona una estructura definida y objetiva para analizar estudios primarios en el periodo del 2015 al 2023. Se exponen propuestas para mejorar la asignación de actividades docentes y la creación de horarios, utilizando técnicas como minería de datos y algoritmos genéticos. Se destaca la importancia de combinar los problemas de asignación de asignaturas y creación de horarios.

  • English

    This research addresses decision support systems (DSS) in the academic management of higher education institutions, focusing on subject assignment and schedule creation. The importance of activity planning and decision-making in highly uncertain environments is highlighted. DSS has evolved by incorporating artificial intelligence (AI) to adapt to a dynamic environment. The methodology used in the study is a systematic review of the literature that provides a defined and objective structure to analyze primary studies from 2015 to 2023. Proposals are presented to improve the assignment of teaching activities and the creation of schedules using techniques such as data mining and genetic algorithms. The importance of combining the problems of subject assignment and schedule creation is highlighted.

• Referencias bibliográficas
  • Alamanos, A., Mylopoulos, N., Loukas, A., & Gaitanaros, D. (2018). An integrated multicriteria analysis tool for evaluating water resource...
  • Algethami, H., & Laesanklang, W. (2021). A Mathematical Model for Course Timetabling Problem With Faculty-Course Assignment Constraints....
  • Al-Matouq, A. A. (2020). A Convex LASSO Framework for Linear Timetabling. IEEE Access, 8, 167475–167489. https://doi.org/10.1109/ACCESS.2020.3019598
  • Arslan, A. K., Balikci Cicek, I., Colak, C., & IEEE. (2019). Open Source Web Based Software for Random Assignment/Allocation Methods in...
  • Babaei, H., Karimpour, J., & Hadidi, A. (2015). A survey of approaches for university course timetabling problem. Computers and Industrial...
  • Bashab, A., Ibrahim, A. O., AbedElgabar, E. E., Ismail, M. A., Elsafi, A., Ahmed, A., & Abraham, A. (2020). A systematic mapping study...
  • Belciug, S., & Gorunescu, F. (2019). Chapter 2 A Brief History of Intelligent Decision Support Systems. Springer, Cham, 57–70. https://doi.org/10.1007/978-3-030-14354-1_2
  • Cevallos, L. E. M., Cueva, M. C. P., & Rueda, L. M. C. (2023). Digital competences and use of technological tools in higher education...
  • Chen, J. (2021). Horizontal Model of Higher Education Management Policy Support System Based on Data Mining BT - The 2020 International Conference...
  • Cutillas, P. S., & Díaz, M. M. E. A. (2022). A mathematical programming tool for an efficient decision ‑ making on teaching assignment...
  • Diaz Camacho, E., & Guerra Torrealba, L. (2021). Optimization model for the load assignment of academic load. In A. Rocha, R. Goncalves,...
  • Ellegood, W. A., Bracy, J. B., II, D. C. S., Duncan, M., & Burns, K. (2019). Measuring the impacts of administrative policies on student...
  • Eom, S., & Kim, E. (2006). A survey of decision support system applications (1995- 2001). Journal of the Operational Research Society,...
  • Fong, C. W., Asmuni, H., & McCollum, B. (2015). A Hybrid Swarm-Based Approach to University Timetabling. IEEE Transactions on Evolutionary...
  • Güler, M. G., & Geçici, E. (2020). A spreadsheet-based decision support system for examination timetabling. Turkish Journal of Electrical...
  • Güler, M. G., Geçici, E., Köroğlu, T., & Becit, E. (2021). A web-based decision support system for examination timetabling. Expert Systems...
  • Khoroshko, L. L., & Vikulin, M. A. (2020). Automation of distributing the teaching load to increase the effectiveness of planning of work...
  • Kitchenham, B., & Charters, S. (2007). Guidelines for performing Systematic Literature Reviews in Software Engineering. https://doi.org/10.1145/1134285.1134500
  • Makki, A. A., Sindi, H. F., Brdesee, H., Alsaggaf, W., Al-Hayani, A., & Al-Youbi, A. O. (2022). Goal Programming and Mathematical Modelling...
  • Mohamed Hashim, M. A., Tlemsani, I., & Matthews, R. (2022). Higher education strategy in digital transformation. Education and Information...
  • Mohammed, A. H., Mousa, A. H., Almeyali, N. M., & Nasir, I. S. (2021). M2cim-dss: A model for measuring continuance intention in decision...
  • Moreno-López, G., Rodríguez-Correa, P. A., Fuentes, E. N. C., Bermeo-Giraldo, M. C., Valencia-Arias, A., & Gallegos, A. (2023). Gamification...
  • Morgulets, O. B., & Derkach, T. M. (2019). INFORMATION AND COMMUNICATION TECHNOLOGIES MANAGING THE QUALITY OF EDUCATIONAL ACTIVITIES OF...
  • Neroda, T., & Slipchyshyn, L. (2022). Web-Based Service Development for Intellectual Maintenance of the Personalized Educational and Professional...
  • Ogwang, J. (2020). Professor’s Optimal Workload Problem and His Remunerations: A General Solution from Lagrangian Function. International...
  • Parrino, M. D. (2011). Heurística aplicada a la asignación de recursos humanos en una Universidad. Ciencia y Tecnología, 1(11), 179. https://doi.org/10.18682/cyt.v1i11.754
  • Phan, M., De Caigny, A., & Coussement, K. (2023). A decision support framework to incorporate textual data for early student dropout prediction...
  • Decision Support Systems, 168(June 2022), 113940. https://doi.org/10.1016/j. dss.2023.113940
  • Pota, M., Minutolo, A., Damiano, E., De Pietro, G., & Esposito, M. (2022). Betting on Yourself: A Decision Model for Human Resource Allocation...
  • Puris, A., Novoa, P., & Trujillo, Y. (2019). ASIGANACIÓN DE UNIDADES DE APRENDIZAJE A DOCENTES MEDIANTE ACO. Universidad y Sociedad, 9(2), 313–318.
  • Restrepo, G. E., & Moreno Velásquez, L. F. (2011). Model for academic resource assignment in educational institutions using the tabu search...
  • Sabar, N. R., Ayob, M., Kendall, G., & Qu, R. (2015). A Dynamic Multiarmed BanditGene Expression Programming Hyper-Heuristic for Combinatorial...
  • Shim, J. P., Warkentin, M., Courtney, J. F., Power, D. J., Sharda, R., & Carlsson, C. (2002). Past, present, and future of decision support...
  • Shufeng, Z., & Lantao, Y. (2021). Research on Higher Education Intelligent Decision System Based on Data Mining. International Conference...
  • Siddiqui, A. W., Raza, S. A., & Tariq, Z. M. (2018a). A web-based group decision support system for academic term preparation. Decision...
  • Siddiqui, A. W., Raza, S. A., & Tariq, Z. M. (2018b). A web-based group decision support system for academic term preparation. Decision...
  • Vrontis, D., Christofi, M., Pereira, V., Tarba, S., Makrides, A., & Trichina, E. (2021). Artificial intelligence, robotics, advanced technologies...
  • Zarte, M., Pechmann, A., & Nunes, I. L. (2019). Decision support systems for sustainable manufacturing surrounding the product and production...
  • Zheng, C., & Zhou, W. (2021). Research on Information Construction and Management of Education Management Based on Data Mining. Journal...