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Choice architecture for architecture choices: Evaluating social housing initiatives putting together a parsimonious AHP methodology and the Choquet integral

机译:架构选择的选择架构:评估社会住房举措,将宽松的AHP方法和Choquet Integral

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Choice architecture concerns different forms and procedures to present and handle a decision problem. It is a paradigm around which many theoretical results have been collected within behavioural psychology and experimental economics and many successful applications have been implemented in the domains of health, finance and social choices. In this work, we propose an application of the basic idea of architecture choice that is designing decision support procedures for complex problems, with a focus on housing realm. We consider a real world problem in which 21 Social Housing initiatives sited in the Piedmont region (Italy) had to be evaluated taking into account several criteria and, to this aim, we propose a decision analysis methodology for supporting assessment in such complex problems. Our main preoccupations in designing the decision aiding procedure were related to build a model that, on one hand, permits to take into consideration the many delicate points of the problem, while, on the other hand, requires to the Decision Maker (DM) an affordable cognitive burden in terms of preference elicitation and interpretation of the obtained results. Since synergy and redundancy of criteria constitute important aspects of the decision problem, we aggregated evaluations on considered criteria by means of the Choquet integral. To maintain the preference information asked to the DM simple and not too requiring, we put together a recently proposed parsimonious approach of the Analytical Hierarchy Process (AHP) and the Non-Additive Robust Ordinal Regression (NAROR). The Parsimonious AHP permitted to assign a value on a common scale to the performances of all criteria, while the NAROR permitted to elicit the importance and the interaction of criteria taking into account all the possible values for the preference parameters compatible with the preference information supplied by the DM. Our methodology allowed a fruitful interaction with the DM that had the possibility to update the preference information during the decision process until he/she felt convinced and satisfied of the obtained result. The suitability and the interest of the proposed methodology were confirmed by the subjective final appreciation of the DM as well as by the objective absence of specific inconsistencies in the AHP procedure and in the non-additive robust ordinal regression, which witnessed the beneficial contribution of our approach.
机译:选择架构涉及出现和处理决策问题的不同形式和程序。它是一个范式,其在行为心理学和实验经济学中收集了许多理论结果,并且许多成功的应用程序已经在健康,财务和社会选择领域实施。在这项工作中,我们提出了一个应用建筑选择的基本思想,这些建筑选择是设计复杂问题的决策支持程序,重点是住房领域。我们考虑了一个现实世界问题,其中21个在皮埃蒙特地区(意大利)中占社会住房倡议,也必须考虑到若干标准,并为此目的,我们提出了一个决策分析方法,以支持这些复杂问题的评估。我们在设计决策过程中的主要关注与构建模型有关,一方面允许考虑到问题的许多微妙点,而另一方面,要求决策者(DM)在偏好引出和解释所获得的结果方面,实惠的认知负担。由于标准的协同作用和冗余构成了决策问题的重要方面,因此我们通过Choquet Integral委托了对考虑标准的评估。为了维护偏好信息,要求DM简单而不是不需要,我们将最近提出的分析层次过程(AHP)和非加成鲁棒序列回归(Naror)的解析方法组合在一起。允许的解析AHP在常规规模上为所有标准的性能分配一个值,而允许允许引发标准的重要性和交互,同时考虑到与所提供的偏好信息兼容的偏好参数的所有可能值DM。我们的方法允许与DM富有成效的互动,该DM可以在决策过程中更新偏好信息,直到他/她感到相信和满足所获得的结果。拟议方法的适当性和兴趣通过DM的主观最终升值,以及AHP程序中的具体不一致的目标缺失,并在非加性强大的序数回归中,目睹了我们的有益贡献方法。

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