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基于安全系数评估的动态定价核验方法

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机票价格数据的正确与否将直接影响机票销售,由于大量使用以规则驱动的动态运价,不限定具体金额使得价格制定方很难直观核验机票价格的正确性.本文提出了一种基于安全系数评估的价格核验方法,针对以规则驱动的动态运价,使用机器学习生成一套安全系数评估体系,对其进行实时入库检测.通过检测的动态运价正常发布到机票销售环节,检测为不安全的运价将被拦截并通知人工干预.根据每次检测结果结合人工反馈不断自学习,持续迭代完善,确保正确价格进入机票销售,降低错误销售风险.
Dynamic Fare Verification Method Based on Safety Factor Evaluation
The correctness of airfare data will directly affect air ticket sales.Due to the extensive use of rule driven dynamic fares,which do not limit specific amounts,it is difficult for price setters to intuitively verify the correctness of ticket prices.This article proposes a fare verification method based on safety factor evaluation,which uses machine learning to generate a safety factor evaluation system for rule-based dynamic fares and performs real-time database detection.The detected dynamic fares will be released to the ticket sales process normally,and any fare that is detected as unsafe will be intercepted and reported for manual intervention.Based on the results of each test combined with manual feedback,continuous self-learning and iterative improvement are carried out to ensure correct fares for ticket sales and reduce the risk of incorrect sales.

dynamic farerule-drivensafety factor assessmentmachine learning

蒋晓莲、田丰、刘中一、刘卿然

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中国民航信息网络股份有限公司,北京 101318

北京市民航大数据工程技术研究中心,北京 101318

动态定价 规则驱动 安全系数评估 机器学习

2024

民航学报

民航学报

ISSN:
年,卷(期):2024.8(6)