A system for relevance analysis of performance indicators in higher education using Bayesian networks

被引:0
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作者
Antonio Fernández
María Morales
Carmelo Rodríguez
Antonio Salmerón
机构
[1] University of Almería,Department of Statistics and Applied Mathematics
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关键词
Performance indicators; Bayesian networks; Relevance analysis; Higher education management; Decision support systems; Composite indicators;
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摘要
In this paper, we propose a methodology for relevance analysis of performance indicators in higher education based on the use of Bayesian networks. These graphical models provide, at first glance, a snapshot of the relevant relationships among the variables under consideration. We analyse the behaviour of the proposed methodology in a practical case, showing that it is a useful tool to help decision making when elaborating policies based on performance indicators. The methodology has been implemented in a software that interacts with the Elvira package for graphical models, and that is available to the administration board at the University of Almería (Spain) through a web interface. The software also implements a new method for constructing composite indicators by using a Bayesian network regression model.
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页码:327 / 344
页数:17
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