Title :
An immune solution for attributes reduction in decision table
Author :
Man, Jiang-Hong ; Shao, Gui-Hua
Author_Institution :
Sch. of Manage., Shandong Univ., Jinan, China
Abstract :
In this paper, a series of definitions for expand matrix are presented, so as to transform the attributes reduction problem of the decision table into a programming problem. At the same time an immune algorithm based on distance is proposed to solve the problem. The simulation results indicate that the immune algorithm could solve the attributes reduction problem efficiently, especially in saving compute time.
Keywords :
decision tables; matrix algebra; optimisation; programming; rough set theory; attribute reduction; decision table; expand matrix; immune algorithm; immune solution; programming problem; Computational modeling; Cybernetics; Electronic mail; Genetic algorithms; Information systems; Machine learning; Machine learning algorithms; Partitioning algorithms; Set theory; Attributes reduction; Decision Table; Immune algorithms; Programming;
Conference_Titel :
Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
Conference_Location :
Guangzhou, China
Print_ISBN :
0-7803-9091-1
DOI :
10.1109/ICMLC.2005.1527481
