Policy Text Analysis Based on Text Mining and Fuzzy Cognitive Map

被引:4
|
作者
Han, Huijian [1 ]
Wang, Qinghai [2 ]
Chen, Caixian [2 ]
机构
[1] Shandong Univ Finance & Econ, Shandong Financial Informat Engn Technol Res Ctr, Jinan, Peoples R China
[2] Shandong Univ Finance & Econ, Jinan, Peoples R China
关键词
policy text analysis; text mining; fuzzy cognitive map; state-owned capital layout adjustment;
D O I
10.1109/CIS.2019.00038
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the introduction of computer methods, the amount of material and processing accuracy of policy text analysis have been greatly improved. In this paper, Text mining(TM) and latent semantic analysis(LSA) were used to collect policy documents and extract policy elements from them. Fuzzy association rule mining(FARM) technique and partial association test (PA) were used to discover the causal relationships and impact degrees between elements, and a fuzzy cognitive map (FCM) was developed to deduct the evolution of elements through a soft computing method. This non-interventionist approach avoids the validity defects caused by the subjective bias of researchers and provides policy makers with more objective policy suggestions from a neutral perspective. To illustrate the accuracy of this method, this study experimented by taking the state-owned capital layout adjustment related policies as an example, and proved that this method can effectively analyze policy text.
引用
收藏
页码:142 / 146
页数:5
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