斯里兰卡经济舱乘客航空公司选择模型的研究

Pasindu Nayanashan, Anuja Fernando
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引用次数: 0

摘要

本研究描述了一种方法,通过使用几种软件和选择建模技术来模拟经济舱乘客在斯里兰卡的选择。本研究将航空公司视为服务提供者和乘客购买力,并对其行为进行研究。我们进行了一项调查来收集数据,并使用多项逻辑回归来识别选择的属性。使用Orange和Excel软件来区分每种技术,如随机森林、Naïve贝叶斯、回归等,最终根据对决策的影响对属性进行排序,并使用每种建模技术的测试数据集对模型进行拟合和验证,以突出每种技术的准确性。
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Developing an Airline Choice Model for Economy Class Passengers in Sri Lanka
This research describes a methodology to model economy class passenger choice in Sri Lanka by using several software and choice modeling techniques. The airline was considered as the service provider and passenger buying power and the behavior is examined in this research. A survey has been conducted to collect data and Multinominal logistic regression is used to identify the attribute of choice making. Orange and Excel software is used to differentiate among each technique such as random forest, Naïve Bayes, regression, etc. ultimately the attributes were ranked according to the impact for the choice-making and model fitted and validated by using test data set for each modeliug technique to highlight the accuracy of each technique.
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