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An evaluation of the bid price and nested network revenue management allocation methods

机译:投标价格评估和嵌套网络收益管理分配方法

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摘要

We compare the revenue generating capabilities of the bid price allocation method and the nested network method in hotel revenue management. Revenue maximization is achieved by an optimal allocation of assets across market segments, subject to constraints such as overbooking limit and the cross-elasticity of competitors' pricing. Using a simulation model of a large hotel's reservation system, validated by Marriott hotels, we find that the nested network method outperforms the bid price method, and, on average, leads to an improvement of 6% in revenue in the worst-case scenarios across operating environments. This improvement is 3.6% when restricted to cases in which overbooking and allocation are performed simultaneously. In no operating environment is the improvement less than 2%. Since the bid price method is, by far, the most commonly used allocation method in practice, these results indicate that hotels should consider switching to the nested network method. This change is feasible because (1) most hotels already have in place the core optimization system required to execute the nested network method, and (2) the nested network method converges to optimality in less than two minutes for most realistically sized problems, as we demonstrate.
机译:我们比较了投标价格分配方法和嵌套网络方法在酒店收益管理中的收益产生能力。收入最大化是通过在各个细分市场中对资产进行最佳分配来实现的,但要遵守超额预订限制和竞争对手定价的交叉弹性之类的约束。使用万豪酒店验证的大型酒店预订系统的仿真模型,我们发现嵌套网络方法优于出价方法,在最坏的情况下,平均而言,可提高6%的收入操作环境。当限于同时执行超额预订和分配的情况时,此改进为3.6%。在没有操作环境的情况下,改进率不到2%。由于出价价格方法是迄今为止实际上最常用的分配方法,因此这些结果表明,酒店应考虑切换到嵌套网络方法。这种变化是可行的,因为(1)大多数酒店已经拥有执行嵌套网络方法所需的核心优化系统,并且(2)对于大多数实际规模较大的问题,嵌套网络方法在不到两分钟的时间内收敛到最佳状态,因为我们演示。

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