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A New Scheme for Interactive Multi-criteria Decision Making

机译:交互式多准则决策的新方案

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摘要

Multi-objective optimization, also known as multi-criteria decision making in the field of operations research, is a common task in many financial engineering problems. Several alternative approaches to multi-objective optimization have been proposed in operations research. Depending on when the so-called decision maker introduces his preferences, three approaches to multi-criteria decision making can be distinguished: a priori decision making, interactive decision making, and finally a posteriori decision making. This paper suggests a new interactive multi-criteria decision making scheme which combines these three approaches in a single multi-objective optimization framework. In contrast to most operations research approaches, the new scheme is based on evolutionary algorithms due to of their flexibility regarding the type of objectives and constraints. This way the new scheme allows de novo programming, which enables the decision maker to refine the problem definition and to reduce the size of the objective space iteratively.
机译:在运筹学领域中,多目标优化(也称为多准则决策)是许多金融工程问题中的常见任务。运筹学中已经提出了几种用于多目标优化的替代方法。根据所谓的决策者何时介绍自己的偏好,可以区分出三种用于多标准决策的方法:先验决策,交互式决策以及后验决策。本文提出了一种新的交互式多标准决策方案,该方案将这三种方法结合在一个多目标优化框架中。与大多数运筹学方法相比,新方案基于演化算法,因为它们在目标类型和约束条件方面具有灵活性。这样,新方案就可以进行从头编程,从而使决策者可以改进问题定义并迭代地减小目标空间的大小。

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