The Application of Data Mining and the Newsboy Model in B2B E-Commerce Supply Chain

Dao-Lei Liang
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Abstract

In recent years, with the high-speed development of Internet and the rise of B2B e-commerce, it is necessary for coping with resource allocation, dynamic order, flexible pricing, market scheduling and other problems as fast as possible to establish efficient and flexible supply chain decision-making system. Firstly products of different life cycle were clustered in the paper. Then the C5.0 classification tree algorithm was used to establish the product sales model and establish Bass curve fitting function. Next, the newsboy procurement sales model was improved and the pricing and production models of B2B manufacturer with sales curve were established. What's more, the sales data of dozens of clothe of large-scale garment enterprises were analyzed by a experiment, and the results is good. the study in the paper is significant for the development of B2B supply chain in theory and practice.
数据挖掘与报童模型在B2B电子商务供应链中的应用
近年来,随着互联网的高速发展和B2B电子商务的兴起,为了尽快应对资源配置、动态订单、灵活定价、市场调度等问题,需要建立高效灵活的供应链决策系统。首先对不同生命周期的产品进行聚类。然后利用C5.0分类树算法建立产品销售模型,建立Bass曲线拟合函数。其次,对报童采购销售模型进行了改进,建立了基于销售曲线的B2B厂商定价模型和生产模型。并对数十家大型服装企业的服装销售数据进行了实验分析,取得了较好的结果。本文的研究对B2B供应链的发展具有理论和实践意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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