From: Integrating multiple data sources for learning analytics—review of literature
Method used | Publications |
Classification methods | Lopez Guarin et al. (2015), Park et al. (2016), Ochoa et al. (2018), Hutt et al. (2017), Jayaprakash et al. (2014), Gray et al. (2016), Sandoval et al. (2018), Giannakos et al. (2019) |
Regression methods | Liu et al. (2017), Di Mitri et al. (2017), Mangaroska et al. (2019), Sandoval et al. (2018), Sun et al. (2018), Giannakos et al. (2019) |
Visualization | Thompson et al. (2014), Pardos and Kao (2015), Liu et al. (2017), Mangaroska et al. (2019), Wong et al. (2018) |
Correlation | Liu et al. (2017), Raca et al. (2016), Gray et al. (2016), Mangaroska et al. (2019) |
Descriptive statistics | Raca et al. (2016), Mangaroska et al. (2019), Wong et al. (2018) |
ANOVA | |
Text analysis | |
t test | Gray et al. (2016) |
Network analysis | Pardos and Kao (2015) |
Chi Square | Wang et al. (2014) |
Structural equation modelling | Sun et al. (2018) |
Survival analysis | Villano et al. (2018) |