Comparative-fuzzy Analysis of National Innovation Capability Based on Results of Dynamic Network DEA Model

Mohammad Ali Torabandeh, Behrouz Dorri Nokorani, A. Motameni, M. Rabieh
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Abstract

In this article, by presenting the scope of national innovation capability in the context of a multi-sector system, a dynamic network model is introduced. In this system, to identify Iran's performance problem, at first by bibliometric studying and holding focus group sessions with experts, the steps and indicators of the processed model were identified and designed. Then, the dynamic network data envelopment analysis model was implemented to compare Iran's performance with other countries. The model results indicated that Iran's national innovation capability has a poor performance in the third phase of its three steps that include converting patents to high-tech products and creative goods. Then, to present the proposed policy to enhance Iran’s performance in the third step of the mentioned model, by using qualitative comparative analysis of fuzzy set (fSQCA), the combinations of institutional, human capital and research, infrastructure, market sophistication, and business sophistication dimensions were investigated. For calibration of these data, K-MEANS clustering method was used. The output of the mentioned comparative analysis indicated that the combination of the two dimensions of institutions and human capital and research in promoting the country's performance is sufficient.
基于动态网络DEA模型结果的国家创新能力比较模糊分析
本文通过多部门系统背景下的国家创新能力范围分析,引入了一个动态网络模型。在这个系统中,为了确定伊朗的绩效问题,首先通过文献计量学研究和与专家举行焦点小组会议,确定和设计了处理模型的步骤和指标。然后,运用动态网络数据包络分析模型对伊朗与其他国家的绩效进行比较。模型结果表明,伊朗的国家创新能力在“三步走”的第三阶段表现不佳,其中包括将专利转化为高科技产品和创意产品。然后,利用模糊集定性比较分析(fSQCA),对制度、人力资本和研究、基础设施、市场成熟度和商业成熟度维度的组合进行了研究,提出了在上述模型的第三步中提高伊朗绩效的建议政策。采用K-MEANS聚类方法对这些数据进行校正。上述比较分析的结果表明,将制度、人力资本和研究两个维度结合起来促进国家绩效是充分的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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