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THE ROLE OF DATA MINING IN THE PRODUCT DESIGN AND DEVELOPMENT PROCESS

机译:数据挖掘在产品设计和开发过程中的作用

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A structure of data mining to discovery the inflow resources of product innovation is introduced in this paper. The structure incorporates data mining technique into the new product innovation and development phase. In order to predict product development and marketing trends easily, the product design architecture-based analysis method developed and presented in this article uses the decision tree model. Technologies of knowledge management such as data warehousing, data mining apply to product innovation that can gain a competitive advantage. Particularly, the extraction of hidden predictive information from large database by using data mining technique can identify valuable customers, predict future market, enhance product innovation efficiency and enable firms to make knowledge-driven decisions. Product design is a complex process, requiring many design factors and knowledge areas to be considered simultaneously. Enterprises are realizing how important it is to "know what they know" and be able to make use of the vast amounts of knowledge in the recent years. When the life-cycle of a product is getting shorter and shorter, manufacturer and designer should reduce cost to keep competitive advantages. So, it is very important to develop effective methods and tools for product design. The research focuses on building the structure of data mining to fit a new product's innovative design and development process, and adopts the decision tree model to predict trends easily.
机译:本文介绍了发现产品创新流入资源的数据挖掘结构。该结构将数据挖掘技术纳入新产品创新和开发阶段。为了轻松预测产品开发和营销趋势,本文开发和呈现的基于产品设计建筑的分析方法使用决策树模型。数据仓库等知识管理技术,数据挖掘适用于可以获得竞争优势的产品创新。特别是,通过使用数据挖掘技术从大型数据库中提取隐藏预测信息可以识别有价值的客户,预测未来市场,提高产品创新效率,使公司能够做出知识驱动的决策。产品设计是一个复杂的过程,需要同时考虑许多设计因素和知识区域。企业正在意识到它是如何近年来“知道他们所知”的重要性,并且能够利用近年来大量知识。当产品的生命周期越来越短,制造商和设计师应降低成本以保持竞争优势。因此,为产品设计开发有效的方法和工具非常重要。该研究侧重于建立数据挖掘的结构,以满足新产品的创新设计和开发过程,并采用决策树模型来容易地预测趋势。

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