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Preference change and conservatism: Comparing the Bayesian and the AGM models of preference revision

机译:偏好变化和保守主义:比较偏好修正的贝叶斯模型和AGM模型

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摘要

Richard Bradley's Bayesian model of preference kinematics is compared with Sven Ove Hansson's AGM-style model of preference revision. Both seek to model the revision of preference orders as a consequence of retaining consistency when some preferences change. Both models are often interpreted normatively, as giving advice on how an agent should revise her preferences. I raise four criticisms of the Bayesian model: it is unrealistic; it neglects an important change mechanism; it disregards endogenous information relevant to preference change, in particular about similarity and incompleteness; and its representational framework, when expanded with similarity comparisons, may give misleading advice. These criticisms are based on a principle of conservatism, and on two proposals of similarity metrics for the Bayesian model. The performance of the Bayesian model, with and without the similarity metrics, is then tested in three different cases of preference change, and compared to the performance of the AGM model.
机译:比较了Richard Bradley的贝叶斯偏好运动学模型和Sven Ove Hansson的AGM风格的偏好修正模型。两者都试图对偏好顺序的修订进行建模,以作为在某些偏好发生变化时保持一致性的结果。两种模型通常被规范地解释,以为代理商如何修改其偏好提供建议。我对贝叶斯模型提出了四个批评:它是不现实的;它是不现实的。忽视了重要的变革机制;它忽略了与偏好改变有关的内生信息,特别是关于相似性和不完整性的信息;如果将其代表性框架与相似性比较进行比较,可能会产生误导性的建议。这些批评基于保守主义原则,并且基于针对贝叶斯模型的两个相似性度量建议。然后,在有或没有相似性度量的情况下,在三种不同的偏好更改情况下测试贝叶斯模型的性能,并与AGM模型的性能进行比较。

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