Title :
Fast Correlation Based Filter (FCBF) with a different search strategy
Author :
Senliol, Baris ; Gulgezen, Gokhan ; Yu, Lei ; Cataltepe, Zehra
Author_Institution :
Comput. Eng. Dept., Istanbul Tech. Univ., Istanbul
Abstract :
In this paper we describe an extension of the information theoretical FCBF (Fast Correlation Based Feature Selection) algorithm. The extension, called FCBF#, enables FCBF to select any given size of feature subset and it selects features in a different order than the FCBF. We find out that the extended FCBF algorithm results in more accurate classifiers.
Keywords :
pattern classification; classifiers; fast correlation based feature selection algorithm; fast correlation based filter; feature subset; search strategy; Bioinformatics; Collaboration; Embedded computing; Filters; Machine learning; Machine learning algorithms; Optimization methods; Pattern recognition; Prediction algorithms; Statistics;
Conference_Titel :
Computer and Information Sciences, 2008. ISCIS '08. 23rd International Symposium on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-2880-9
Electronic_ISBN :
978-1-4244-2881-6
DOI :
10.1109/ISCIS.2008.4717949
