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Modelling household finances: A Bayesian approach to a multivariate two-part model

机译:建模家庭财务:多元两部分模型的贝叶斯方法

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摘要

We contribute to the empirical literature on household finances by introducing a Bayesian multivariate two-part model, which has been developed to further our understanding of household finances. Our flexible approach allows for the potential interdependence between the holding of assets and liabilities at the household level and also encompasses a two-part process to allow for differences in the influences on asset or liability holding and on the respective amounts held. Furthermore, the framework is dynamic in order to allow for persistence in household finances over time. Our findings endorse the joint modelling approach and provide evidence supporting the importance of dynamics. In addition, we find that certain independent variables exert different influences on the binary and continuous parts of the model thereby highlighting the flexibility of our framework and revealing a detailed picture of the nature of household finances.
机译:通过引入贝叶斯多元两部分模型,我们为家庭财务的经验文献做出了贡献,该模型已发展为进一步加深我们对家庭财务的理解。我们灵活的方法允许在家庭层面上资产和负债的持有之间潜在的相互依赖关系,并且还包括一个分为两部分的过程,以考虑到对资产或负债持有及其各自持有金额的影响之间的差异。此外,该框架是动态的,以便允许家庭财务在一段时间内持续存在。我们的发现支持联合建模方法,并提供了支持动力学重要性的证据。此外,我们发现某些自变量对模型的二元和连续部分施加不同的影响,从而突出了我们框架的灵活性并揭示了家庭财务性质的详细情况。

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