Prediction in MOOCs: A review and future research directions

PM Moreno-Marcos, C Alario-Hoyos… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
This paper surveys the state of the art on prediction in MOOCs through a systematic
literature review (SLR). The main objectives are: first, to identify the characteristics of the …

Analysis of the factors influencing learners' performance prediction with learning analytics

PM Moreno-Marcos, TC Pong, PJ Munoz-Merino… - IEEE …, 2020 - ieeexplore.ieee.org
The advancement of learning analytics has enabled the development of predictive models to
forecast learners' behaviors and outcomes (eg, performance). However, many of these …

Sentiment analysis in MOOCs: A case study

PM Moreno-Marcos, C Alario-Hoyos… - 2018 IEEE global …, 2018 - ieeexplore.ieee.org
Forum messages in MOOCs (Massive Open Online Courses) are the most important source
of information about the social interactions happening in these courses. Forum messages …

Predicting users' personality from Instagram pictures: using visual and/or content features?

B Ferwerda, M Tkalcic - Proceedings of the 26th conference on user …, 2018 - dl.acm.org
Instagram is a popular social networking application that allows users to express themselves
through the uploaded content and the different filters they can apply. In this study we look at …

Automatic modeling learner's personality using learning analytics approach in an intelligent Moodle learning platform

A Tlili, M Denden, F Essalmi, M Jemni… - Interactive Learning …, 2023 - Taylor & Francis
The ability of automatically modeling learners' personalities is an important step in building
adaptive learning environments. Several studies showed that knowing the personality of …

You are what you post: What the content of instagram pictures tells about users' personality

B Ferwerda, M Tkalcic - The 23rd International on Intelligent User …, 2018 - diva-portal.org
Instagram is a popular social networking application that allows users to express themselves
through the uploaded content and the different filters they can apply. In this study we look at …

Personality traits and music genres: What do people prefer to listen to?

B Ferwerda, M Tkalcic, M Schedl - … of the 25th conference on user …, 2017 - dl.acm.org
Personality-based personalized systems are increasingly gaining interest as personality
traits has been shown to be a stable construct within humans. In order to provide a …

A learning analytics methodology for understanding social interactions in MOOCs

PM Moreno-Marcos, C Alario-Hoyos… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
One of the characteristics of massive open online courses (MOOCs) is that the overall
number of social interactions tend to be higher than in traditional courses, hindering the …

Analysing the predictive power for anticipating assignment grades in a massive open online course

PM Moreno-Marcos, PJ Muñoz-Merino… - Behaviour & …, 2018 - Taylor & Francis
The learning process in a MOOC (Massive Open Online Course) can be improved from
knowing in advance learners' grades on different assignments. This would be very useful to …

Relationship between motivations, personality traits and intention to continue using MOOCs

H Abdullatif, JÁ Velázquez-Iturbide - Education and Information …, 2020 - Springer
MOOCs represent an emerging model for delivering education services. Notwithstanding
their potential, they suffer significant dropout rates, which have been attributed to the low …