收益管理中预定时间相关取消概率的一维腿级动态规划

Q4 Economics, Econometrics and Finance
G. Koole, D. Hopman, R. V. D. Mei
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引用次数: 0

摘要

本文介绍了一种考虑取消的优化方法。我们通过估算在预订时间和预计取消时间之间预订的机会成本来做到这一点。该公式涉及对取消时(未来)系统状态值的估计,这是通过我们引入的新颖启发式方法发现的。票价用于确定产品是否可供销售,并根据航空公司面临的风险进行调整。我们介绍了一个例子,该例子表明,如果取消风险高,可能存在拒绝高价产品而接受低价产品的最佳情况。模拟结果表明,与没有明确模拟取消的传统公式相比,收入有所增加。结果表明,该方法对启发式选择、对消概率误判和预测误差具有较强的鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Single-dimensional leg-level dynamic programming with booking-time dependent cancellation probabilities for revenue management
: In this paper, an optimisation method is introduced that accounts for cancellations. We do so by estimating the opportunity cost of a booking between the time of booking and the expected time of cancellation. The formulation involves an estimate of the value of the state of the system at the time of cancellation (which is in the future), found through novel heuristics we introduce. The fare that is used to determine whether a product is available for sale, is adjusted by the risk the airline faces. We introduce an example which shows that there may be cases where it is optimal to reject a higher-priced product if the risk of cancellation is high, while accepting a lower-priced product. Simulations show increases in revenues against a traditional formulations that does not explicitly models cancellations. We show our method is robust against choice of heuristic, misjudgement of cancellation probability and forecasting errors.
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来源期刊
International Journal of Revenue Management
International Journal of Revenue Management Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
1.40
自引率
0.00%
发文量
4
期刊介绍: The IJRM is an interdisciplinary and refereed journal that provides authoritative sources of reference and an international forum in the field of revenue management. IJRM publishes well-written and academically rigorous manuscripts. Both theoretic development and applied research are welcome.
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