A systematic literature review on educational recommender systems for teaching and learning: research trends, limitations and opportunities

FL da Silva, BK Slodkowski, KKA da Silva… - Education and …, 2023 - Springer
Recommender systems have become one of the main tools for personalized content filtering
in the educational domain. Those who support teaching and learning activities, particularly …

Metalearning and Recommender Systems: A literature review and empirical study on the algorithm selection problem for Collaborative Filtering

T Cunha, C Soares, AC de Carvalho - Information Sciences, 2018 - Elsevier
The problem of information overload motivated the appearance of Recommender Systems.
From the several open problems in this area, the decision of which is the best …

A hybrid e-learning recommendation approach based on learners' influence propagation

S Wan, Z Niu - IEEE Transactions on Knowledge and Data …, 2019 - ieeexplore.ieee.org
In e-learning recommender systems, interpersonal information between learners is very
scarce, which makes it difficult to apply collaborative filtering (CF) techniques to achieve …

Recommending items to group of users using matrix factorization based collaborative filtering

F Ortega, A Hernando, J Bobadilla, JH Kang - Information Sciences, 2016 - Elsevier
Group recommender systems are becoming very popular in the social web owing to their
ability to provide a set of recommendations to a group of users. Several group recommender …

[PDF][PDF] La necesaria formación de los docentes en aprendizaje colaborativo

R Avello-Martínez, VI Marín - … . Revista de Currículum y Formación de …, 2016 - redalyc.org
La incorporación de las TIC a la sociedad, y en particular a la educación, ha provocado
importantes cambios en la interacción y comunicación entre las personas que aprenden. El …

Perceived usability evaluation of educational technology using the post-study system usability questionnaire (PSSUQ): a systematic review

P Vlachogianni, N Tselios - Sustainability, 2023 - mdpi.com
Given that educational technology has increased tremendously, usability testing is a
necessity to maximize the efficiency of technological tools in education. The findings of a …

A virtual learning architecture enhanced by fog computing and big data streams

R Pecori - Future Internet, 2018 - mdpi.com
In recent years, virtual learning environments are gaining more and more momentum,
considering both the technologies deployed in their support and the sheer number of …

Multi-dimensional correlative recommendation and adaptive clustering via incremental tensor decomposition for sustainable smart education

H Liu, J Ding, LT Yang, Y Guo… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Online education and e-learning have vigorously sprung up and produced massive
educational data in a streaming way. It is very challenging to acquire the appropriate …

Evaluating group recommender systems

C Trattner, A Said, L Boratto, A Felfernig - Group recommender systems: an …, 2023 - Springer
In the previous chapters, we have learned how to design group recommender systems but
did not explicitly discuss how to evaluate them. The evaluation techniques for group …

Using learner group profiles for content recommendation in ubiquitous environments

LG Ferreira, JLV Barbosa, JC Gluz… - International Journal of …, 2020 - igi-global.com
The application of ubiquitous technologies in the improvement of education strategies is
called ubiquitous learning. This strategy amplifies the pedagogical potential of e-learning …