Title :
A pre-processing tool for Web usage mining in the distance education domain
Author :
Marquardt, Carlos G. ; Becker, Karin ; Ruiz, Duncan D.
Author_Institution :
Faculdade de Informatica, Pontificia Univ. Catolica do Rio Grande do Sul, Porto Alevre, Brazil
Abstract :
Web usage mining (WUM) is the process of extracting navigation behaviour patterns that allow analysing users´ interactions with Web-based environments. We discuss the impact of developing the WUM preprocessing phase according to concepts, problems and goals specific to Web-based learning environments. We present a tool prototype that automates typical tasks performed in the pre-processing phase, by offering operators that implement these tasks. The tool seeks for the active involvement of domain-related people (e.g. instructors). Functionality makes easier the alignment of mining goals with required pre-processing tasks, by addressing the configuration of operators visually and by enabling the reuse of existing configurations.
Keywords :
Internet; data mining; distance learning; Web usage mining; Web-based environments; Web-based learning environments; distance education; user navigation behaviour patterns; Cleaning; Data engineering; Data mining; Design automation; Distance learning; Electronic commerce; Navigation; Pattern analysis; Prototypes; Spatial databases;
Conference_Titel :
Database Engineering and Applications Symposium, 2004. IDEAS '04. Proceedings. International
Print_ISBN :
0-7695-2168-1
DOI :
10.1109/IDEAS.2004.1319780