电子商务环境下的产品捆绑:一种混合方法

Wen-Yau Liang, Chun-Che Huang
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引用次数: 0

摘要

在当前的电子商务环境中,产品捆绑是一种普遍的做法。然而,对大宗商品捆绑开采的调查却很少。由于目前没有有效的产品捆绑方法,专家选择合适的产品捆绑是一个复杂的过程。这样既费时又不能有效地满足企业的需求。企业在分析相关信息的基础上,制定符合不同需求的产品捆绑销售,实现效益最大化,是非常必要的。本文提出了一种将遗传算法与粗糙集理论相结合的方法。所提出的遗传算法的优势在于它能够对问题进行建模并探索一般的解决方案。该方法通过减小初始种群的域范围和利用粗糙集理论进行约束交叉来提高遗传算法的性能。本研究的实验结果证实了该方法的有效性和应用前景。
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Product Bundling in the Electronic Commerce Environment: A Hybrid Approach
Product bundling is a widespread practice in the current e-commerce environment. How- ever, there are few investigations about bundled commodities mining. Because no efficient method of product bundling is currently available, an expert selection of appropriate product bundling is a complex process. This is time-consuming and cannot efficiently meet the enterprise’s need. It is essential for a company to develop product bundling based on analyzing the related information that fits different requirements and maximizes the benefit. This study proposes a method of incorporating GA and rough set theory. The superiority of the proposed GA is its ability to model problems and explore solutions generically. The proposed method improves GA performance by reducing the domain range of the initial population and constrained crossover using rough set theory. The experimental results in this study confirm that this approach is highly effective and very promising.
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来源期刊
International Journal of Information and Management Sciences
International Journal of Information and Management Sciences Engineering-Industrial and Manufacturing Engineering
CiteScore
0.90
自引率
0.00%
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0
期刊介绍: - Information Management - Management Sciences - Operation Research - Decision Theory - System Theory - Statistics - Business Administration - Finance - Numerical computations - Statistical simulations - Decision support system - Expert system - Knowledge-based systems - Artificial intelligence
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