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首页> 外文期刊>WSEAS Transactions on Communications >Using Data Mining in Quality Function Deployment to Facilitate Software Design for Communications
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Using Data Mining in Quality Function Deployment to Facilitate Software Design for Communications

机译:在质量功能部署中使用数据挖掘来促进通信软件设计

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摘要

The satisfaction of customer needs is critical issue for communication software designers and companies, because communication software design is a high risk and value-added technology. On the other hand, data mining from large database has been successfully applied in a number of advanced fields. However, little study has been done in the quality function deployment of identifying future customer needs for communication software design, using data mining. This study attempts to identify future customer needs from sales questionnarie database using a time series-based data mining cycle for communication software designers and companies. We first defined the problem and constructed a sales questionnarie database. Second, we prepared and analyzed data. Third, we used the time series-based data mining cycle to mine the weights and determine the trend of each customer need for the next period. The use of time series-based data mining cycle to predict the weights is advantageous because it can (1) find the trend of future customers needs; (2) provide communication software designers and companies with reference points to satisfy customer needs in advance. The results of this study can provide an effective procedure of identifying the trends of customer needs and enhance customer relationship management in the software marketplace for communications.
机译:客户需求的满足对于通信软件设计者和公司而言是至关重要的问题,因为通信软件设计是一种高风险和高附加值的技术。另一方面,大型数据库的数据挖掘已成功应用于许多高级领域。但是,在使用数据挖掘来确定通信软件设计的未来客户需求的质量功能部署中,还没有进行任何研究。这项研究试图使用针对通信软件设计师和公司的基于时间序列的数据挖掘周期,从销售问题数据库中识别未来的客户需求。我们首先定义问题并构建了一个销售Questionnarie数据库。其次,我们准备并分析了数据。第三,我们使用基于时间序列的数据挖掘周期来挖掘权重,并确定每个客户下一个时期的需求趋势。使用基于时间序列的数据挖掘周期来预测权重是有利的,因为它可以(1)找到未来客户需求的趋势; (2)提前为通信软件设计者和公司提供参考点,以满足客户的需求。这项研究的结果可以提供一种确定客户需求趋势的有效程序,并增强用于通信的软件市场中的客户关系管理。

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