Naslov
Visualization and Prediction of Students’ Course Progress

Autori
Munđar, Dušan ; Horvat, Damir ; Gusić, Jelena

Vrsta, podvrsta i kategorija rada
Sažeci sa skupova, sažetak, ostalo

Izvornik
Abstracts - 19th Scientific-Professional Colloquium on Geometry and Graphics / Došlić, Tomislav ; Jurkin, Ema - Starigrad : Hrvatsko društvo za geometriju i grafiku, 2016, 39-40

Skup
19th Scientific-Professional Colloquium on Geometry and Graphics

Mjesto i datum
Starigrad, Hrvatska, 04.09.2016. - 08.09.2016

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Nije recenziran

Ključne riječi
data visualization ; logistic regression ; predictive analytics ; learning analytics

Sažetak
Our presentation has two goals. The first goal of our presentation is to visualize students’ course progress. For successful accomplishment of the goal we need to present multi- dimensional data in a simple way and detect groups of students with similar progress pattern. Among others, logistic regression and linear discriminant analysis will be presented as methods for supervised learning, also useful for prediction of future students’ progress through course. Presentation of the methods is the second goal of our presentation. Analysis and visualizations are presented using data about the students’ progress during the course Financial mathematics for two sequential academic years, 2014/2015 and 2015/2016. Visualization of the progress data is done using R programming language and appropriate packages.

Izvorni jezik
Engleski

Znanstvena područja
Matematika, Računarstvo, Informacijske i komunikacijske znanosti

POVEZANOST RADA