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Design and implementation of a case-based reasoning system for marketing plans

机译:基于案例的营销计划推理系统的设计与实现

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摘要

Unstructured intangible experiences and knowledge are usually difficult to represent and instantiate, which engenders the hardship of knowledge transfer and sharing. Past marketing plans are such valuable documents containing strategic planning knowledge and experiences. Case-Based Reasoning (CBR), which consists of retrieving, reusing, revising, and retaining cases, has been proved effective in retrieving information and knowledge from prior situations and being widely researched and applied in a great variety of problem territories. This paper targets at designing a CBR architecture and a method that facilitate the sharing and retrieving of cases of great concern to the marketing personnel. After an intensive survey of CBR methods and applications, a CBR system embedding multi-attribute decision making method, which provides both overall similarity level and similarity level of each selected attribute, is proposed to enhance the adaptation of a new marketing plan. In addition, a multi-attribute gap analysis diagram is developed to visualize the similarity along with the gap between candidate and target cases, so as to better support interaction and group decision making in the process of strategically formulating a new marketing plan. The CBR system was implemented and successfully demonstrated on case retrieval of a telecommunication company.
机译:非结构化无形的经验和知识通常难以表示和实例化,这导致知识转移和共享的困难。过去的营销计划是包含战略计划知识和经验的如此有价值的文档。基于案例的推理(CBR)由检索,重用,修改和保留案例组成,已被证明可以有效地从先前的情况中检索信息和知识,并且已在各种问题领域中得到了广泛的研究和应用。本文旨在设计一种CBR体系结构和一种方法,以促进营销人员非常关注的案例的共享和检索。在对CBR方法和应用进行了深入研究之后,提出了一种嵌入多属性决策方法的CBR​​系统,该方法提供了总体相似度和每个所选属性的相似度,以增强对新营销计划的适应性。此外,还开发了多属性差距分析图,以可视化候选案例与目标案例之间的差距以及相似性,从而在战略性制定新的营销计划的过程中更好地支持交互和团队决策。实施了CBR系统,并成功地在电信公司的案例检索中进行了演示。

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