Title :
Testing Attribute Selection Algorithms for Classification Performance on Real Data
Author :
Mihaescu Marian Cristian;Burdescu Dumitru Dan
Author_Institution :
Software Engineering Department, Faculty of Automation, Computers and Electronics, University of Craiova, Romania. phone/fax: 40-251-438198
Abstract :
We have developed an e-learning platform which records all activity done by students. We try to create an analysis framework that may be used for proving whether or not the platform can classify the students according to their accumulated knowledge. In this process, attribute selection is one of the major initial steps that must be accomplished. In this paper we show what implications may have attribute selection for classification performance and which are the best techniques that may lead to concluding results
Keywords :
"Classification algorithms","Electronic learning","Decision trees","Data engineering","Machine learning","Data mining","Reliability engineering","Materials testing","Intelligent systems","System testing"
Conference_Titel :
Intelligent Systems, 2006 3rd International IEEE Conference on
Print_ISBN :
1-4244-0195-X
Electronic_ISBN :
1941-1294
DOI :
10.1109/IS.2006.348484
