Project evaluation method using non-formatted text information based on multi-granular linguistic labels

被引:21
作者
Zhu Jian-jun [1 ]
Wang He-hua [2 ]
Chen Ye [1 ]
Qin Lang [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Econ & Management, Nanjing 211106, Jiangsu, Peoples R China
[2] Jinling Inst Technol, Nanjing 211169, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Decision analysis; Project evaluation; Multiple-criteria decision analysis; Chinese text evaluation information; Multi-granular linguistic label; GROUP DECISION-MAKING; DEMPSTER-SHAFER THEORY; AGGREGATION OPERATORS; REPRESENTATION MODEL; PREFERENCE RELATIONS; OWA OPERATORS; TERM SETS; SELECTION; EXTRACTION; FUSION;
D O I
10.1016/j.inffus.2014.09.006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a novel project evaluation method for non-formatted Chinese text evaluation information. First, the non-formatted Chinese text evaluation information is determined and expressed using extensible markup language and a hypertext preprocessor. Then, the evaluation problem is transformed into a multiple-criteria decision-analysis problem based on multi-granular linguistic labels, including a comprehensive evaluation score for alternatives and an evaluation criteria point score for incomplete items. Next, we propose a weighting model for the criteria based on the minimal difference between the comprehensive evaluation score and the evaluation criterion point score of decision-makers. We establish an estimation model for incomplete evaluation items with the minimal evidence distance of Dempster-Shafer theory using maximal group consistency. In addition, we calculate a weighting for the decision-makers using the similarity of the group. Finally, we present a score modification method for alternatives based on weights of the criteria and the decision-maker. We use a soft science project evaluation and selection to illustrate the application process and feasibility of the proposed method. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:93 / 107
页数:15
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