Computer Science ›› 2015, Vol. 42 ›› Issue (6): 251-255.doi: 10.11896/j.issn.1002-137X.2015.06.053

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Incremental Updating Algorithm for Attribute Reduction Based on Improved Discernibility Matrix

LONG Hao and XU Chao   

  • Online:2018-11-14 Published:2018-11-14

Abstract: In order to solve the problem that the attribute reduction algorithm based on discernibility matrix spends a lot of time and space and the efficiency of the attribute core and the attribute reduction update of the rough set are slow,what is more,it lacks the incremental updating algorithm for attribute reduction,this paper proposed an incremental updating algorithm for attribute reduction based on the discernibility matrix.When the algorithm updates the discernibility matrix,it only needs to insert a row and a column,or delete a row and modify the corresponding column,which can effectively improve the updating efficiency of core and attribute reduction.We analyzed the relationship of the new object x with the original decision system object,giving out the updating algorithm of the attribute reduction increment.Theoretical and experimental analysis shows that the proposed algorithm can improve the updating efficiency of attribute reduction,reducing the time and space complexity significantly.

Key words: Discernibility matrix,Attribute reduction,Rough set,Original decision system

[1] Pawlak Z.Rough sets[J].International Journal of Information and Computer Science,1982,11(5):341-356
[2] Pawlak Z.Rough set approach to multi-attribute decision analysis[J].European Journal of Operational Research,1994,2(3):443-459
[3] Liu Qing.Rough Sets and Rough Reasoning[M].Beijing:Science Press,2001
[4] Hu X H,Cercone N.Learning in relational databases:Aroughset approach[J].Computational Intelligence,1995,11(2):323-338
[5] 徐章艳,杨炳儒,宋威.基于简化的二进制差别矩阵的快速属性约简算法[J].计算机科学,2006,33(4):65-68 Xu Zhang-yan,Yang Bing-ru,Song Wei.Fast attribute reduction algorithm based on simple binary discernibility matrix[J].Computer science,2006,33(4):65-68
[6] 葛浩,李龙澍,杨传健.改进的快速属性约简算法[J].小型微型计算机系统,2009,30(2):308-312 Ge Hao,Li Long-shu,Yang Chuan-jian.Advanced Fast attribute reduction algorithm[J].Micro computer system,2009,30(2):308-312
[7] 刘宗田.属性最小约简的增量式算法[J].电子学报,1999,27(11):96-98 Liu Zong-tian.An incremental algorithm for minimum attribute reduction[J].Chinese Journal of Electronics,1999,27(11):96-98
[8] Jelonek J,Krawiec K,Slowinski R.Rough set reduction of attributes and their domains for neural networks[J].Computational Intelligence,1995,11(2):339-347
[9] 杨明.一种基于改进的差别矩阵的属性约简增量式更新算法[J].计算机学报,2007,30(5):815-822 Yang Ming.An incremental updating algorithm for attribute reduction based on improved discernibility matrix[J].Chinese Journal of computers,2007,30(5):815-822

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