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Big Data Analysis of Policy Coordination Paths Based on Latent Dirichlet Allocation Model and Fuzzy-Set Qualitative Comparative Analysis Method
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作者 He Nianchu Jia Junwei +1 位作者 Xu Jiangbo Wen Subin 《China Communications》 SCIE 2024年第12期309-325,共17页
The selection and coordinated application of government innovation policies are crucial for guiding the direction of enterprise innovation and unleashing their innovation potential.However,due to the lengthy,voluminou... The selection and coordinated application of government innovation policies are crucial for guiding the direction of enterprise innovation and unleashing their innovation potential.However,due to the lengthy,voluminous,complex,and unstructured nature of regional innovation policy texts,traditional policy classification methods often overlook the reality that these texts cover multiple policy topics,leading to lack of objectivity.In contrast,topic mining technology can handle large-scale textual data,overcoming challenges such as the abundance of policy content and difficulty in classification.Although topic models can partition numerous policy texts into topics,they cannot analyze the interplay among policy topics and the impact of policy topic coordination on enterprise innovation in detail.Therefore,we propose a big data analysis scheme for policy coordination paths based on the latent Dirichlet allocation(LDA)model and the fuzzyset qualitative comparative analysis(fsQCA)method by combining topic models with qualitative comparative analysis.The LDA model was employed to derive the topic distribution of each document and the word distribution of each topic and enable automatic classi-fication through algorithms,providing reliable and objective textual classification results.Subsequently,the fsQCA method was used to analyze the coordination paths and dynamic characteristics.Finally,experimental analysis was conducted using innovation policy text data from 31 provincial-level administrative regions in China from 2012 to 2021 as research samples.The results suggest that the proposed method effectively partitions innovation policy topics and analyzes the policy configuration,driving enterprise innovation in different regions. 展开更多
关键词 fsQCA method innovation policy coordination LDA model
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The effect of domestic and foreign trade coordination on technological innovation: complements or substitutes? 被引量:1
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作者 Lijuan Xie Shixun Wang1 Xiaodong Wang 《Frontiers of Business Research in China》 2017年第3期400-426,共27页
Based on the theory of technology spillover in international trade, this paper discusses the technological innovation effect of trade by taking the influence of domestic trade into account. Under the constraint of the... Based on the theory of technology spillover in international trade, this paper discusses the technological innovation effect of trade by taking the influence of domestic trade into account. Under the constraint of the production possibility frontier, there is either complementarity or substitutability between domestic and foreign trade. It must be decided whether resources should be concentrated in one of the sectors (trade specialization) or instead allocated equally (trade equalization) between the two sectors. This paper firstly discusses how domestic trade and foreign trade work together to influence technological innovation, and how trade equalization and specialization affect different types of innovation. Using a provincial-level panel dataset from 2007 to 2015 in China, this paper constructs the indicators of domestic and foreign trade linkage and examines the impact of trade on innovation. The findings show that trade equalization mainly promotes incremental innovation, while trade specialization improves radical innovation. Thus, in the area of incremental innovation, attention should be paid to the equalized development of domestic and foreign trade, while in areas pursuing radical innovation, emphasis should be put on the specialization of the trade sector, avoiding equal allocation of resources to the two sectors. 展开更多
关键词 Domestic and foreign trade coordination Technological innovation effect Radical innovation Incremental innovation
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Planning Coordination,Social Innovation,and System Reform:Annual Conference of China City Planning 2013 Successfully Held in Qingdao
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作者 Caige LI 《China City Planning Review》 2013年第4期6-7,共2页
More than 6,000 urban planners,urban administrative staff,professors,and college students from all over China,as well as representatives from international organizations such as UN-HABITAT and USEF,gathered in Qingdao... More than 6,000 urban planners,urban administrative staff,professors,and college students from all over China,as well as representatives from international organizations such as UN-HABITAT and USEF,gathered in Qingdao from Nov.16 to 18 and attended the Annual Conference of China City Planning 2013.Relating to the conference theme of'Urban Age,Coordinated Planning,'they discussed and explored various significant issues of urbanization,coordination between urban planning and other planning,village development,urban planning informatization,etc. 展开更多
关键词 Planning Coordination Social innovation and System Reform
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