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A Missing Data Filling Method for Effectiveness Evaluation System |
WANG Jun1, 2,LI Jianxun1,HAN Shan3,WANG Xing2 |
1. Department of Automation, Shanghai Jiao Tong University, Shanghai 200240, China;
2. Luoyang Electronic Equipment Test Center of China, Luoyang 471000, Henan, China;
3. China Aeronautical Radio Electronics Research Institute, Shanghai 200233, China |
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Abstract To solve the data missing problem in effectiveness evaluation of weapon systems, a novel method was proposed to fill the missing data. The effectiveness evaluation system was described from the perspective of information entropy while the so called weighted generalized information entropy was found on the intervalvalued information system. Besides, the nonnegativity, monotony and extremality of the new information entropy were discussed. Based on the new theory, and according to the variation of the information entropy before and after data missing of the effectiveness evaluation system, a novel method for filling the missing data based on weighted generalized information entropy was proposed, and the theory of weighted generalized information entropy was explained from the perspective of knowledge granularity. The proposed algorithm performs better in comparison with other algorithms, which verifies that the algorithm is valid in filling missing data of effectiveness evaluation system in consequence.
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Published: 28 February 2017
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