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A game theoretic analysis of knowledge sharing behavior of academics: Bi-level programming application

机译:学术知识共享行为的博弈论分析:双层编程应用

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Knowledge sharing amongst academics is a key process for universities to survive in the face of new changes in the education market. Despite the bulk of research on knowledge sharing, there are few studies on knowledge sharing analysis in higher education based on the game theory. Considering this gap, this paper aims to propose a nonlinear Bi-Level Programming (BLP) model to analyze the knowledge sharing behavior of academics. The proposed model considers decisions made by Faculty Head (FH) and Faculty Members (FMs) at two separate but integrated levels. The upper-level problem is related to FH decisions about compensation rates, and the lower-level problem represents FM decisions in the motivation, opportunity and ability (MOA) framework. This modeling approach has several advantages including the consideration of both FHs and FMs decisions, and various factors influencing knowledge sharing using the MOA framework in a single model as well as the analysis of four different activities of FMs, including teaching, learning, sharing tacit knowledge and publishing codified knowledge in a single integrated model. The bi-level programming model was reduced to a single level nonlinear problem using KKT conditions. The resultant problem was solved for a set of randomly generated data. Results indicated that the optimal behavior of an FM varied relative to characteristics of other FMs. Also, the analysis of the solution at different levels of trust showed that its improvement might have a different effect on FMs. Extending the application of the model and developing efficient algorithms for its solution are suggested for future research.
机译:面对教育市场的新变化,学者之间的知识共享是大学生存的关键过程。尽管对知识共享的研究很多,但基于博弈论的高等教育知识共享分析研究却很少。考虑到这一差距,本文旨在提出一种非线性双层规划(BLP)模型来分析学者的知识共享行为。拟议的模型考虑了教务主任(FH)和教职员工(FMs)在两个独立但综​​合的层面上做出的决策。上层问题与FH有关补偿率的决策有关,下层问题代表动机,机会和能力(MOA)框架中的FM决策。这种建模方法具有多个优势,包括同时考虑FH和FM决策,以及在单个模型中使用MOA框架影响知识共享的各种因素,以及对FM的四种不同活动的分析,包括教学,学习,共享隐性知识并在单个集成模型中发布整理的知识。使用KKT条件,双层编程模型被简化为单级非线性问题。对于一组随机生成的数据,解决了由此产生的问题。结果表明,FM的最佳行为相对于其他FM的特性有所不同。此外,对不同信任级别的解决方案的分析表明,解决方案的改进可能对FM产生不同的影响。建议扩展该模型的应用并为其解决方案开发有效的算法,以供将来研究之用。

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