Abstract
The needs derived from the educational orientation have increased to the extent that the number of students enrolled in the schools of Higher Education has been higher. For this reason, numerous digital tools are emerging that seek to respond to these needs, especially in the form of Web pages and platforms with diverse content, which are still traditional adaptations to the digital world. The TIMONEL Recommendation System (RS) is designed with an innovative and different perspective, the result of research in several European universities (University of Jaen, University of Granada, The Polytechnic Institute of Coimbra and Queen Mary University of London)., Recommendation System (SR) is designed, the result of research in several European universities, which was created with the aim of becoming an advisory tool in the area of educational guidance and as support to the tutorial action carried out by faculties and teachers within the Tutorial Action Plans that are being developed in all the universities as part of the process of the European Higher Education Area. This communication presents the system and its future applicability that will make it possible to offer collaborative answers to the questions of university students, as well as graduates, in matters related to academic, personal and professional guidance.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Aguaded Gómez, J.I., Pozo Vicente, C.: Erasmus students in the tower of babel. Foreign language learning based on communicative competencies and the use of ICT. TESI 10(2), 377–411 (2009). http://rabida.uhu.es/dspace/bitstream/handle/10272/6315/Los_alumnos_Erasmus.pdf?sequence=2
Al-Qirim, N., Tarhini, A., Rouibah, K., Mohamd, S., Yammahi, A.R., Yammahi, M.A.: Learning orientations of IT higher education students in UAE University. Educ. Inf. Technol. 23(1), 129–142 (2018). https://doi.org/10.1007/s10639-017-9589-y
Álvarez-Rojo, V., Romero, S., Gil-Flores, J., Rodríguez-Santero, J., Clares, J., Asensio, I., Salmeron-Vilchez, P.: Necesidades de formación del profesorado universitario para la adaptación de su docencia al Espacio Europeo de Educación Superior (EEES). Relieve 17(1) (2011). https://www.uv.es/RELIEVE/v17n1/RELIEVEv17n1_1.htm
Arroyave, M.R.M., Estrada, A.F., González, R.C.: Modelo de recomendación para la orientación vocacional basado en la computación con palabras. Int. J. Innov. Appl. Stud. 15(1), 80 (2016). https://search.proquest.com/openview/bb6f54405ab1de512ee739db34aba36d/1?pq-origsite=gscholar&cbl=2031961
Aubert Bonn, N., Godecharle, S., Dierickx, K.: European universities’ guidance on research integrity and misconduct. J. Empir. Res. Hum. Res. Ethics 12(1), 33–44 (2017). https://doi.org/10.1177/1556264616688980
Blanco, E., Martínez-Santiago, F., Pantoja-Vallejo, A.: Análisis automático de emociones en la Red Internacional e-Culturas. Revista Electronica de Investigacion Y Docencia 5, 53–68 (2011)
Bustos-Lopez, M., Vázquez-Ramírez, R., Alor-Hermández, G.: An architecture for developing educational recommender systems. Res. Comput. Sci. 106, 17–26 (2015)
Casali, A., Gerling, V., Deco, C., Bender, C.: Sistema inteligente para la recomendación de objetos de aprendizaje. Revista Generación Digital (9) (2011). http://www.ariadne-eu.org/
Castellano, E.J., Martínez, L., Barranco, M., Pérez Cordón, L.G.: Recomendación de perfiles académicos mediante algoritmos colaborativos basados en el expediente. In: Conferência IADIS Ibero-Americana (2007). https://sinbad2.ujaen.es/sites/default/files/publications/Castellano2007_IADIS.pdf
Fernández-Jiménez, M., Mena-Rodríguez, E., Tójar-Hurtado, J.: Funciones de la tutoría en e-learning: Estudio mixto de los roles del tutor online. Revista de Investigación Educativa 35(2), 409–426 (2017). https://doi.org/10.6018/rie.35.2.273271
Gairín Sallán, J., Feixas i Condom, M., Guillamón Ramos, C., Quinquer Vilamitjana, D.: La tutoría académica en el escenario europeo de la Educación Superior. Revista Interuniversitaria de Formación Del Profesorado (49), 61–78. (2004). https://dialnet.unirioja.es/servlet/articulo?codigo=1057097
García Torres, I., Plaza Vargas, A., Zurita Hurtado, H., Hurtado, H.Z.: ICT in structured programming learning through constructivist techniques for education. J. Sci. Res.: Revista Ciencia E Investigación, 3(CITT2017), 69–71 (2018). http://doi.org/10.26910/issn.2528-8083vol3issCITT2017.2018pp69-71
Guilbault, M.: Students as customers in higher education: the (controversial) debate needs to end. J. Retail. Consum. Serv. 40, 295–298 (2018). https://doi.org/10.1016/J.JRETCONSER.2017.03.006
Hablich Sánchez, F.C., Navarro Sangurima, D.D., Toala Rocuano, I.I.: Impacto positivo en la transformación de la Educación Superior. Dominio de Las Ciencias 4(1), 673–708. (2018). https://dialnet.unirioja.es/servlet/articulo?codigo=6657429
Hernández Calle, A., Pernet González, R.: Prototipo de un sistema experto de orientación vocacional (SEORIV). ARTSEDUCA (5) (2013). https://dialnet.unirioja.es/servlet/articulo?codigo=4339757
Hsu, C.-K., Hwang, G.-J., Chang, C.-K.: A personalized recommendation-based mobile learning approach to improving the reading performance of EFL students. Comput. Educ. 63, 327–336 (2013). https://doi.org/10.1016/J.COMPEDU.2012.12.004
López, M.B., Montes, A.J.H., Ramírez, R.V., Hernández, G.A., Cabada, R.Z., Estrada, M.L.B.: EmoRemSys: Sistema de recomendación de recursos educativos basado en detección de emociones. RISTI - Revista Ibérica de Sistemas E Tecnologias de Informação (17), 80–95 (2016). http://doi.org/10.17013/risti.17.80-95
McGarr, O., Gavaldon, G.: Exploring Spanish pre-service teachers’ talk in relation to ICT: balancing different expectations between the university and practicum school. Technol. Pedag. Educ. 27(2), 199–209 (2018). https://doi.org/10.1080/1475939X.2018.1429950
Michavila, F., García Delgado, J., Alcón Soler, E.: La tutoría y los nuevos modos de aprendizaje en la universidad. Conserjería de Educación, Madrid (2003). https://dialnet.unirioja.es/servlet/libro?codigo=5538
Montaner, M., López, B., De la Rosa, J.L.: A taxonomy of recommender agents on the Internet. Artif. Intell. Rev. 19, 285–330 (2003). http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.9.2519&rep=rep1&type=pdf
Niinivaara, O.: Agent-Based Recommender Systems. https://s3.amazonaws.com/academia.edu.documents/12439/niinivaara04agent.pdf?response-contentdisposition=inline%3B%20filename%3DAgent-Based_Recommender_Systems.pdf&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWOWYYGZ2Y53UL3A%2F20191113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20191113T105450Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=b54ea2cec83e47cffed3ba7fcede20e3005477a5d45de3756331c7dde0621c8e
Pang, B., Lee, L.: Opinion mining and sentiment analysis. Found. Trends Inf. Retrieval 2(1–2), 1–135 (2008). https://doi.org/10.1561/1500000001
Pantoja-Vallejo, A., Campoy-Aranda, T.J., (Coords.): Planes de acción tutorial en la universidad. Universidad de Jaén, Jaén (2009)
Pera, M.S., Condie, N., Ng, Y.-K.: Personalized book recommendations created by using social media data. In: International Conference on Web Information Systems Engineering, pp. 390–403 (2011). http://doi.org/10.1007/978-3-642-24396-7_31
Poy, R., Gonzales-Aguilar, A.: Factores de éxito de los MOOC: algunas consideraciones críticas. Iberian J. Inf. Syst. Technol. 0(e1), 105–118 (2014). https://doi.org/10.4304/risti.e1.105-118
Vajargah, K.F., Jahani, S., Azadmanesh, N.: Application of ICTS in teaching and learning at university level: the case of Shahid Beheshti University. Turkish Online J. Educ. Technol. 9(2), 33–39 (2010). https://eric.ed.gov/?id=EJ898000
van der Wende, M., Beerkens, E.: An international orientation on institutional strategies and governmental policies for the use of ICT in higher education. Interact. Learn. Environ. 7(2–3), 283–321 (2010). https://doi.org/10.1076/ilee.7.2.283.7429
Vialardi, C., Bravo, J., Shafti, L., Ortigosa, A.: Recommendation in higher education using data mining techniques. In: International Conference on Educational Data Mining (EDM), Córdoba (Spain) (2009). https://eric.ed.gov/?id=ED539088
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2020 Springer Nature Switzerland AG
About this paper
Cite this paper
Pantoja-Vallejo, A., Berrios-Aguayo, B. (2020). TIMONEL: Recommendation System Applied to the Educational Orientation of Higher Education Students. In: Serrhini, M., Silva, C., Aljahdali, S. (eds) Innovation in Information Systems and Technologies to Support Learning Research. EMENA-ISTL 2019. Learning and Analytics in Intelligent Systems, vol 7. Springer, Cham. https://doi.org/10.1007/978-3-030-36778-7_2
Download citation
DOI: https://doi.org/10.1007/978-3-030-36778-7_2
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-36777-0
Online ISBN: 978-3-030-36778-7
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)