Designing a Dynamic Bayesian Network for Modeling Students' Learning Styles

Integrating learning styles and adaptive e-learning system: Current developments, problems and opportunities

“…Single methods 23 Alkhuraiji et al (2011), Botsios et al (2008, Carmona et al (2008), Essaid El Bachari and El Adnani (2011), García et al (2007), García, Schiaffino, and Amandi (2008), Schiaffino et al (2008), Feldman et al (2014), Kelly and Tangney (2005), Zakrzewska (2012), Graf, Kinshuk, and Liu (2008), Graf et al (2009, Graf, KinshuN, Maguire, and Shtern (2010) Table 5 Learning styles application in developing adaptive learning system. analysed based on their impact on students' learning outcomes.…”

“…and Cardak (2012),Alkhuraiji, Cheetham, and Bamasak (2011),Baldiris et al (2008),Cabada et al (2009), Cabada, Barrón Estrada, and Reyes García (2011), Carmona, Castillo, and Millán (2008,Cha et al (2006),Dorça et al (2013a),Dorça et al (2013b),Dwivedi and Bharadwaj (2013),Essalmi, Ayed, Jemni, Kinshuk, and Graf (2010), Feldman et al (2014), Franzoni, Assar, Defude, and Rojas (2008), García, Schiaffino, & Amandi (2008), García et al (2007), Germanakos et al (2008), Graf, Kinshuk, & Liu (2008), Graf, KinshuN, Maguire, & Shtern (2010), Graf et al (2009), Hong and Kinshuk (2004), Jovanovic, Gašević , and Devedžić (2009), Kelly and Tangney (2005), Klašnja-Milić ević , Vesin, Ivanović , and Budimac (2011), Latham, Crockett, McLean, & Edmonds (2012), Latham et al (2014), Limongelli et al (2011), Lin et al (2013), Sancho, Martínez, and Fernández-Manjón (2005), Sanders and Bergasa-Suso (2010), Sangineto, Capuano, Gaeta, and Micarelli (2008), Schiaffino, Garcia, and Amandi (2008), Scott et al (2014), Sevarac, Devedzic, and Jovanovic (2012), Villaverde, Godoy, and Amandi (2006), Wen et al (2007), Yang, Hwang, and Yang (2013), Özpolat and Akar (2009) Honey & Mumford 2 3.9 Del Corso, Ovcin, and Morrone (2005), Kurilovas et al (2014) Kolb 2 3.9 Botsios, Georgiou, and Safouris (2008), Moura, Franco, Melo, and Fernandes (2013) VARK 5 9.8 Peter, Bacon, and Dastbaz (2010), Wang, Wang, and Huang (2008), Yasir and Sami (2011), Özyurt, Özyurt, & Baki (2013a), Özyurt, Özyurt, Baki, & Güven (2013b) Others 6 11.8 Essaid El Bachari and El Adnani (2011), Popescu (2010), Siadaty and Taghiyareh (2007), Sun, Joy, and Griffiths (2007), Tseng, Chu, Hwang, and Tsai…”

A New Approach to Discover Students Learning Styles in Adaptive Educational Systems

“…More complex approaches can be seen in [27,16,6,5,43,42,7]. These approaches use learning machine techniques, such as Bayesian and neural networks.…”

E-Learning personalization based on Dynamic learners' preference

“…The decision model used is the Dynamic Bayesian Network (DBN) which is quite similar to a Recommender System (RS) that tries to present to user the information items he/she is interested in. For more details about the probabilistic decision model see [7,21,28,32,47,43]. A DBN is a model to describe a system that is dynamically changing or evolving over time which enables to monitor and update it as time proceeds.…”