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Belief-rule-based expert systems for evaluation of e-government: a case study

机译:基于信仰规则的电子政务评估专家系统:案例研究

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Little knowledge exists on the impact and results associated with e-government projects in many specific-use domains. Therefore, it is necessary to evaluate the efficiency and effectiveness of e-government systems. Because the development of e-government is a continuous process of improvement, it requires continuous evaluation of the overall e-government system as well as evaluation of its various dimensions such as determinants, characteristics and results. E-government development is often complex, with multiple stakeholders, large user bases and complex goals. Consequently, even experts have difficulties in evaluating these systems, especially in an integrated and comprehensive way, as well as on an aggregate level. Expert systems are a candidate solution to evaluate such complex e-government systems. However, it is difficult for expert systems to cope with uncertain evaluation data that are vague, inconsistent, highly subjective or in other ways, challenging to formalize. This paper presents an approach that can handle uncertainty in e-government evaluation: the combination of Belief Rule Base knowledge representation and Evidential Reasoning. This approach is illustrated with a concrete prototype, known as the Belief Rule Based Expert System (BRBES) and implemented in the local e-government of Bangladesh. The results have been compared with a recently developed method of evaluating e-government, and it is demonstrated that the results of the BRBES are more accurate and reliable. The BRBES can be used to identify the factors that need to be improved to achieve the overall aim of an e-government project. In addition, various what if' scenarios can be generated, and developers and managers can obtain a foretaste of the outcomes. Thus, the system can be used to facilitate decision-making processes under uncertainty.
机译:在许多特定用途的领域中,对与电子政务项目相关的影响和结果知之甚少。因此,有必要评估电子政务系统的效率和有效性。由于电子政务的发展是一个持续不断的改进过程,因此需要对整个电子政务系统进行连续评估,并对其各种维度(如决定因素,特征和结果)进行评估。电子政务发展通常很复杂,有多个利益相关者,庞大的用户群和复杂的目标。因此,即使专家也难以评估这些系统,尤其是以综合,全面的方式以及在总体上进行评估。专家系统是评估此类复杂的电子政务系统的候选解决方案。但是,专家系统很难处理含糊,不一致,高度主观或其他方式难以确定的不确定性评估数据。本文提出了一种可以处理电子政务评估不确定性的方法:信念规则库知识表示和证据推理的结合。这种方法通过一个具体的原型进行了说明,该原型被称为基于信任规则的专家系统(BRBES),并在孟加拉国的本地电子政务中实施。将结果与最近开发的评估电子政务的方法进行了比较,结果表明,BRBES的结果更加准确和可靠。 BRBES可用于确定需要改进的因素,以实现电子政务项目的总体目标。此外,可以生成各种假设情景,开发人员和管理人员可以预见结果。因此,该系统可用于促进不确定性下的决策过程。

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