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基于二项logit模型的房型选择行为分析
引用本文:侯兴起,张皓悦. 基于二项logit模型的房型选择行为分析[J]. 数学的实践与认识, 2021, 0(3): 271-280
作者姓名:侯兴起  张皓悦
作者单位:山东大学管理学院;山东旅游职业学院
基金项目:国家重点研发计划(11030005321801);山东社科规划项目文化旅游专项(20CLYJ50)。
摘    要:目前,学者多利用集计模型分析、预测酒店顾客群体的客房需求,忽略了个体间的差异.针对不同房型分别建立非集计的二项logit模型,分析顾客的不同属性:性别、住宿天数、入住时间、退房时间和月份对其房型的选择行为的影响,并预测不同房型的预定概率.结果表明:商务/行政大床房、商务/行政双床房、商务/行政三人套房在不同因素的影响下...

关 键 词:房型选择行为  需求分析  二项logit模型  预测

Analysis of Room Type Selection Behavior Based on Binomial Logit Model
HOU Xing-qi,ZHANG Hao-yue. Analysis of Room Type Selection Behavior Based on Binomial Logit Model[J]. Mathematics in Practice and Theory, 2021, 0(3): 271-280
Authors:HOU Xing-qi  ZHANG Hao-yue
Affiliation:(School of Management,Shandong University,Jinan 250100,China;Shandong College of Tourism and Hospitality,Jinan 250200,China)
Abstract:Traditional method of analyzing and predicting room demand of different customer groups in the hotel industry was using aggregate models,which ignored the differences between individuals.In this paper,we established Binary Logit Models,which are a type of disaggregate model,to analyze the influences of different attributes,including customer’s gender,length of stay,check-in time,check-out time and month,on their roomtype choice behaviors,then we predicted the predetermined probability of different room types.The results indicated that there are significant differences in the predetermined probability of business/administrative queen room,business/administrative twin room,and business/administrative three-person suite under different attributes.This paper provides a theoretical basis for the hotel industry to respond appropriately to the volatility of customer needs.
Keywords:room-type choice behavior  demand analyze  binary logit model  prediction
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