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Investigating Cloud Adoption Using Influence Diagrams as a Decision Support Model

机译:使用影响图作为决策支持模型调查云采用

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摘要

The fact that Cloud Computing is steadily becoming one of the most significant fields of Information and Communication Technology (ICT) has led many organizations to consider the benefits of migrating their business operations to the Cloud. Decision makers are facing strong challenges when assessing the feasibility of the adoption of Cloud Computing for their organizations. Cloud adoption is a multi-level decision which is influenced by a number of intertwined factors and concerns thus characterizing it as a complex and difficult to model real-world problem. In this paper we propose two decision support modeling approaches based on Influence Diagrams (ID) aiming to model the answer to the question "Adopt Cloud Services or Not?" Two models are developed and tested, the first is a generic ID with nodes interacting in a probabilistic manner, while the second is a more flexible version that utilizes Fuzzy Logic. Both models combine several factors that influence the decision to be taken, which were identified through literature review and input received from field experts. The proposed approaches are validated using five experimental scenarios, two synthetic and three real-world cases, and their performance suggests that they are highly capable of supporting the right decision.
机译:云计算正稳步成为信息和通信技术(ICT)最重要的领域之一,这一事实使许多组织开始考虑将其业务运营迁移到云的好处。在评估组织采用云计算的可行性时,决策者面临着严峻的挑战。云采用是一个多层次的决策,受许多相互交织的因素和关注因素的影响,因此将其表征为一个复杂且难以建模的现实问题。在本文中,我们提出了两种基于影响图(ID)的决策支持建模方法,旨在对“是否采用云服务?”这一问题的答案进行建模。开发并测试了两个模型,第一个是通用ID,其中节点以概率方式交互,而第二个是使用模糊逻辑的更灵活的版本。两种模型都结合了影响决策的几个因素,这些因素是通过文献回顾和现场专家提供的意见确定的。所提出的方法在五个实验场景,两个综合案例和三个实际案例中得到了验证,其性能表明它们有能力支持正确的决策。

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