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基于CRISP-DM模型的时序预测Web服务设计与实现 被引量:2

DESIGNING AND IMPLEMENTING WEB SERVICE OF TIME-SERIES PREDICTION BASED ON CRISP-DM MODEL
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摘要 基于CRISP-DM(cross-industry standard process for data mining)模型设计与实现了一个时序预测Web服务,对网站资源的下载需求量进行预测。重点阐述了CRISP-DM模型应用于时序预测任务时的设计思想和实现的关键技术。测试结果表明,该时序预测Web服务具有较高的预测准确率,部署快速,使用方便,对解决同类问题具有一定的示范和参考价值。 In the paper,based on CRISP-DM model,we designed and implemented a time-series prediction Web service to predict the download demands on website resources.This paper puts emphasis on presenting the design conception of applying CRISP-DM Model to time-series prediction task and the key technologies in its implementation.Test result proves that the time-series prediction Web service renders fairly high prediction accuracy,fast deployment and is easy to use.It is of considerable referential importance in solving similar problems.
出处 《计算机应用与软件》 CSCD 2011年第1期92-95,共4页 Computer Applications and Software
基金 国家十一五支撑项目(2007BAH09B05)
关键词 数据挖掘 跨行业数据挖掘标准过程(CRISP-DM) 分析管理对象(AMO) WEB服务 Data mining Cross industry standard process for data mining(CRISP-DM) Analysis services management object(AMO) Web service
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  • 1CRISP-DM consortium . CRISP-DM 1.0[ EB /OL]. (2000 - 8 - 1 ) [ 2009 -8 -25 ] . http ://www. crisp-din, org/CRISPWP-0800, pdf.
  • 2Microsoft corp. SQL Server Analysis Services[ EB/OL]. (2008 - 11 - 1) [ 2009 -8 -25 ] . http://msdn, microsoft, com/zh-cn/library/ ms175609 ( SQL. 90 ). aspx.
  • 3Meek C, Chickering D M, Heckerman D. Autoregressive tree models for time-series analysis. Proceedings of the Second International SIAM Conference on Data Mining,2002:229- 244.
  • 4Microsoft corp. AMO[ EB/OL]. (2009 - 5 - 1 ) [ 2009 - 8 - 25 ]. http ://msdn. microsoft, com/zh-cn/library/bb522603, aspx.
  • 5Microsoft corp. ADOMD. NET. [ EB/OL] ( 2009 - 5 - 1 ) [ 2009 - 8 - 25 ] . http ://msdn. microsoft, com/zh-cn/library/ms123483, aspx.

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