D 2008

DZEMUj: A Tool for Mining in e-Learning Tests. Description and Experience

POPELÍNSKÝ, Lubomír, Mária BRIATKOVÁ and Zdeněk KEDAJ

Basic information

Original name

DZEMUj: A Tool for Mining in e-Learning Tests. Description and Experience

Name in Czech

DŽEMUj, nástroj pro dolování v elearningocých testech. Popis a zkušenosti

Authors

POPELÍNSKÝ, Lubomír (203 Czech Republic, guarantor), Mária BRIATKOVÁ (703 Slovakia) and Zdeněk KEDAJ (203 Czech Republic)

Edition

Reading, England, Proceedings of the 7th European Conference on eLearning ECEL, p. 299-303, 4 pp. 2008

Publisher

Academic Conferences Limited

Other information

Language

English

Type of outcome

Stať ve sborníku

Field of Study

10201 Computer sciences, information science, bioinformatics

Country of publisher

Cyprus

Confidentiality degree

není předmětem státního či obchodního tajemství

RIV identification code

RIV/00216224:14330/08:00035057

Organization unit

Faculty of Informatics

ISBN

978-1-906638-23-8

UT WoS

000263194100037

Keywords in English

data mining; e-learning; classification; visualization

Tags

International impact, Reviewed
Změněno: 17/2/2009 00:06, doc. RNDr. Lubomír Popelínský, Ph.D.

Abstract

V originále

We introduce DZEMUj, a system for mining in e-learning data, namely in electronic tests and DIA, DZEMUj Intelligent Assistant. DZEMUj farther extends capabilities of the elearning module of the Information system of Masaryk University and offers a set of tools for data analysis. DZEMUj enables to find the most difficult and/or the easiest test queries, to discover associations between answers and also between behaviour of students. We shortly describe data preparation, namely data transformation and data pre-processing. Then we focus on knowledge discovery and knowledge visualization - a scatter plot, RadViz and frequent patterns. DZEMUj has been testing on data from the e-learning module of Information System of Masaryk University since January 2008. DZEMUj is quite efficient. For 507 students, 80 different questions, 10 questions in a student test, the analysis finished in less then 1 minute. DZEMUj is implemented in python, java and R. We conclude this part with evaluation of DZEMUj. Then DIA, an intelligent assistant for DZEMUj is described.

In Czech

Představujeme stručně DŽEMUj, nástroj pro dolování z elearningocých testů v IS MU. Popisujeme zkušenosti s tímto ástrojem a nábvrh nové verze tohoto systému.