整合效应:利用copula评估尾部依赖对库存池化的影响

P. Wanke
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引用次数: 6

摘要

本文评估了尾依赖性对固结效果的影响。基于不同的R包,不仅可以使用copula对分散需求之间的依赖结构进行建模,还可以针对不同的产品特性随机生成和优化不同的场景,从而找到最佳的池化策略:库存集中、定期转运或独立系统。结果表明,涉及相关性和库存持有成本的决策原理的不同模式。虽然独立系统和定期转运似乎弥补了强上尾依赖结构,但集中化似乎弥补了强下尾依赖结构。
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Consolidation effects: assessing the impact of tail dependence on inventory pooling using copulas
This paper assesses the impact of tail dependence on the consolidation effect. Based on different R packages, it was not only possible to use copulas for modelling the dependence structure between decentralised demands, but also to randomly generate and optimise different scenarios for various product characteristics, thus finding the best pooling policy: inventory centralisation, regular transshipment, or independent systems. Results suggest a different pattern for the decision-making rationale involving correlation and inventory holding costs. While independent systems and regular transshipments seem to compensate for strong upper tail dependence structures, centralisation seems to compensate for strong lower tail ones.
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