DocumentCode :
2251259
Title :
A teaching experience on a data mining module
Author :
Maiorana, Francesco
Author_Institution :
Dept. of Electr., Electron. & Comput. Eng., Univ. of Catania, Catania, Italy
fYear :
2012
fDate :
9-12 Sept. 2012
Firstpage :
871
Lastpage :
874
Abstract :
Data mining is recognized as an important field where one has the possibility to become accustomed both with analysis techniques and methods and with a state of mind. By means of data mining it is possible to develop critical skills that are essential in today´s information technology. We present our experience in teaching a data mining module, within an Information System course, centered around a few key aspects: a convergence of theoretical Information Systems aspects and computing skills through programming a complete data mining analysis in Matlab; a project centered learning experience; a sharing of resources that are commented on both by the teacher and by peers facilitating the flow of information and the development of critical skills; a guided inquiry process where the students, when needed, are guided through appropriate questions in the right direction; and finally special attention to requiring motivation of each decision and step undertaken. As a case study we present and summarize the experience performed by two groups of students in a data mining study aiming at predicting a liquidity crisis of companies.
Keywords :
computer aided instruction; computer science education; convergence; data mining; educational courses; human factors; programming; teaching; Information System course; Matlab; computing skills; convergence; critical skill development; data mining analysis; data mining module; guided inquiry process; information flow; information technology; motivation; programming; project centered learning experience;; resource sharing; teaching experience; theoretical Information System; Data analysis; Data mining; Education; MATLAB; Programming;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Science and Information Systems (FedCSIS), 2012 Federated Conference on
Conference_Location :
Wroclaw
Print_ISBN :
978-1-4673-0708-6
Electronic_ISBN :
978-83-60810-51-4
Type :
conf
Filename :
6354435
Link To Document :
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