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智能型数据挖掘工具的设计与实现
Design and Implementation of an Intelligent Data Mining Tool
【摘要】 数据挖掘技术具有广阔的应用前景,研发具有独立知识产权的数据挖掘系统很有必要。SmartMiner是以在数据挖掘算法研究和专家系统研究中取得的成果为基础,提出的智能型数据挖掘工具。SmartMiner提出了挖掘作业描述语言MDL和挖掘任务模型脚本语言,设计了挖掘向导、可视化向导和挖掘任务模型,集成了数据仓库管理功能,挖掘引擎具有智能性,体系结构开放并可扩展。SmartMiner已经集成到一个大型商业连锁企业的经营决策系统中。
【Abstract】 Data mining technology has a prosperous future in rea l world applications.Research and development into data mining software system w ith independent intellectual right is very important in China.Such a system called Smart-Miner is proposed based on the research fulfillments in data minin g algorithms and expert systems achieved by the writers.SmartMiner presents a mining definition language,MDL,and a script language that describes mining s cenarios.SmartMiner develops a mining wizard and a visualization wizard,and in tegrates data warehousing functionalities.Its min-ing engine has a kind of int elligence in that it employs heuristics to select algorithms and to adjust envi ronment set-tings,and its architecture is open since the modules follow the C OM standard.SmartMiner has been incorporated into a decision support system for a franchising business company.
- 【文献出处】 计算机工程与应用 ,Computer Engineering and Applications , 编辑部邮箱 ,2003年17期
- 【分类号】TP311.52
- 【被引频次】19
- 【下载频次】253