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Scenario reliability assessment to support decision makers in situations of severe uncertainty

机译:情景可靠性评估可在严重不确定性情况下为决策者提供支持

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摘要

Decision making under uncertainty is fraught with pitfalls for human thinking: biases prevail. The combination of a scenario-based approach with multi-criteria decision analysis assists in making value judgements, trade-offs and uncertainties explicit. Scenarios, which are constructed in a distributed manner involving multiple experts from different domains, assist in overcoming e.g. the prominence effect and confirmation bias. Furthermore, support is provided to handle the uncertainty associated with each scenario without imposing unjustified assumptions on each piece of information. We develop a relative reliability concept, which differs from standard probability assessments as it is sensitive to the context, such as the decision problem at hand, the decision makers' requirements and the available information. This approach maintains the flexibility of the distributed system by allowing the experts to adapt the information they provide and the likelihood assessments thereof to the situation. Our approach is illustrated by an emergency management example.
机译:不确定性下的决策充满了人类思维的陷阱:偏见盛行。基于场景的方法与多准则决策分析的结合有助于明确进行价值判断,权衡和不确定性。由来自不同领域的多位专家组成的分布式方案可以帮助克服例如突出效果和确认偏见。此外,还提供了支持来处理与每种情况相关的不确定性,而不会对每条信息施加不合理的假设。我们开发了一个相对可靠性概念,该概念与标准概率评估有所不同,因为它对上下文敏感,例如手头的决策问题,决策者的要求和可用信息。这种方法通过允许专家调整他们提供的信息以及针对情况的可能性评估,从而保持了分布式系统的灵活性。应急管理示例说明了我们的方法。

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