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Ontology-based data mining approach implemented on exploring product and brand spectrum

机译:基于本体的数据挖掘方法,用于探索产品和品牌范围

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摘要

In physics, a spectrum is, the series of colored bands diffracted and arranged in the order of their respective wave lengths by the passage of white light through a prism or other diffracting medium. Outside of physics, a spectrum is a condition that is not limited to a specific set of values but can vary infinitely within a continuum. In commerce, an effective visualization tool, especially for stakeholders or managers, is a brand spectrum diagram highlighting where the company's brands and products are situated compared to other competitors. This paper investigates the research issues on product and brand spectrum in the beverage product market of Taiwan, which proposes using the Apriori algorithm of association rules, and clustering analysis based on an ontology-based data mining approach, for mining customer and product knowledge from the database. Knowledge extracted from data-mining results is illustrated as knowledge patterns, rules, and maps in order to propose suggestions and solutions to beverage firms for possible product development, promotion, and marketing.
机译:在物理学中,光谱是指一系列色带,它们通过白光穿过棱镜或其他衍射介质,按照各自的波长顺序进行衍射和排列。在物理学之外,频谱是一种条件,它不仅限于一组特定的值,而且可以在连续范围内无限变化。在商业中,一种有效的可视化工具,尤其是对利益相关者或管理者而言,是一个品牌频谱图,突出显示了公司的品牌和产品相对于其他竞争对手的位置。本文调查了台湾饮料产品市场中有关产品和品牌频谱的研究问题,提出使用关联规则的Apriori算法,并基于基于本体的数据挖掘方法进行聚类分析,以从中挖掘顾客和产品知识。数据库。从数据挖掘结果中提取的知识被显示为知识模式,规则和地图,以便为饮料公司提出建议和解决方案,以进行可能的产品开发,促销和营销。

著录项

  • 来源
    《Expert systems with applications》 |2009年第9期|11730-11744|共15页
  • 作者单位

    Department of Management Sciences and Decision Making, Tamkang University, No, 151, Yingjuan Rd., Danshuei Jen, Taipei County, 251 Taipei, Taiwan, ROC;

    Department of Business Administration, Technology and Science Institute of Northern Taiwan, No. 2, Xueyuan Rd., Peitou, 112 Taipei, Taiwan, ROC;

    Department of Management Sciences and Decision Making, Tamkang University, No, 151, Yingjuan Rd., Danshuei Jen, Taipei County, 251 Taipei, Taiwan, ROC;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    ontology; data mining; apriori algorithm; clustering analysis; product spectrum; brand spectrum;

    机译:本体数据挖掘;先验算法;聚类分析;产品范围品牌谱;

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