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《Industrial Engineering Journal》 2015-01
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A Two-dimensional Performance Evaluation Model for SMEs Based on Dominance Rough Set Theory

Liao Yong;Chen Ye;Xu Hai-yan;College of Economics and Management,Nanjing University of Aeronautics and Astronautics;  
Aiming at the development characteristics of small and medium-sized enterprises( SMEs),a performance evaluation model in the dimension of management status and development potential for SMEs is put forward and the model is validated analytical with 171 SMEs data from gem. Taking into account the large number of businesses,a typical business sample selection policy relying on the cluster analysis method is presented,and then dominance rough set theory incorporated into the performance evaluation model to provide the decision rules generation for SMEs performance evaluation by expert knowledge learning.Thus,a two-dimensional performance evaluation model for SMEs is constructed. The evaluation results show that there are few SMEs with both excellent status quo and development potential. In addition,the relationship between the quality of rough set classification algorithm and the size of training samples is discussed. Results show that there is over fitting phenomena in learning classification of rough set,i. e.,increasing the number of training samples is not necessarily able to improve the learning quality of classification.
【Fund】: 国家自然科学基金面上资助项目(71471087);; 南京航空航天大学基本业务基金产学研专项(2010-091-21L)
【CateGory Index】: F276.3;F272.5
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