Dynamic pricing with demand disaggregation for hotel revenue management

被引:4
|
作者
Bandalouski, Andrei M. [1 ]
Egorova, Natalja G. [1 ]
Kovalyov, Mikhail Y. [1 ]
Pesch, Erwin [2 ,3 ]
Tarim, S. Armagan [4 ]
机构
[1] Natl Acad Sci Belarus, United Inst Informat Problems, Minsk, BELARUS
[2] Univ Siegen, Fac 3, Inst Informat Syst, Siegen, Germany
[3] HHL Leipzig, Ctr Adv Studies Management, D-04109 Leipzig, Germany
[4] Univ Coll Cork, Cork Univ, Business Sch, Cork, Ireland
关键词
Hotel revenue management; COVID-19; Dynamic pricing; Demand elasticity; Concave programming; OPTIMIZATION;
D O I
10.1007/s10732-021-09480-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present a novel approach to the dynamic pricing problem for hotel businesses. It includes disaggregation of the demand into several categories, forecasting, elastic demand simulation, and a mathematical programming model with concave quadratic objective function and linear constraints for dynamic price optimization. The approach is computationally efficient and easy to implement. In computer experiments with a hotel data set, the hotel revenue is increased by about 6% on average in comparison with the actual revenue gained in a past period, where the fixed price policy was employed, subject to an assumption that the demand can deviate from the suggested elastic model. The approach and the developed software can be a useful tool for small hotels recovering from the economic consequences of the COVID-19 pandemic.
引用
收藏
页码:869 / 885
页数:17
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