Rule Induction Algorithms Applied in Educational Data Set

Walisson Carvalho, Cristiane Nobre, Luis Zarate

2019

Abstract

This article presents the application of three induction rules algorithm: OneR, RIPPER and PART in an educational data set aiming to explain the main factors that lead students to be succeed or failure in online course. The dataset used to develop this article was extracted from the log of activities of engineering students that enrolled in a 20 weeks course of Algorithm offered online. The students used Learning Management System, Moodle. The dataset was preprocessed and then it was applied the algorithms into it. As result it was observed that students who begin earlier an assignment improve their probability of succeed.

Paper Citation

in Harvard Style

Carvalho W., Nobre C. and Zarate L. (2019). Rule Induction Algorithms Applied in Educational Data Set.In Proceedings of the 11th International Conference on Computer Supported Education - Volume 1: A2E, ISBN 978-989-758-367-4, pages 691-696. DOI: 10.5220/0007832506910696

in Bibtex Style

@conference{a2e19,
author={Walisson Carvalho and Cristiane Nobre and Luis Zarate},
title={Rule Induction Algorithms Applied in Educational Data Set},
booktitle={Proceedings of the 11th International Conference on Computer Supported Education - Volume 1: A2E,},
year={2019},
pages={691-696},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007832506910696},
isbn={978-989-758-367-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 11th International Conference on Computer Supported Education - Volume 1: A2E,
TI - Rule Induction Algorithms Applied in Educational Data Set
SN - 978-989-758-367-4
AU - Carvalho W.
AU - Nobre C.
AU - Zarate L.
PY - 2019
SP - 691
EP - 696
DO - 10.5220/0007832506910696