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冯玉才,刘玉葆,冯剑琳.浓缩数据立方中约束立方梯度的挖掘.软件学报,2003,14(10):1706-1716 |
浓缩数据立方中约束立方梯度的挖掘 |
Mining Constrained Cube Gradient for the Condensed Data Cube |
投稿时间:2002-06-18 修订日期:2002-06-18 |
DOI: |
中文关键词: 数据立方 立方梯度 浓缩数据立方 数据立方计算 关联规则 |
英文关键词:data cube cube gradient condensed cube cube computation association rule |
基金项目:Supported by the e-Government Project of the Ministry of Science and Technology of China under Grant No.2001BA110B01 (国家科技部电子政务项目) |
作者 | 单位 | 冯玉才 | 华中科技大学,计算机科学技术学院,湖北,武汉,430074 | 刘玉葆 | 华中科技大学,计算机科学技术学院,湖北,武汉,430074 | 冯剑琳 | 华中科技大学,计算机科学技术学院,湖北,武汉,430074 |
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中文摘要: |
约束立方梯度挖掘是一项重要的挖掘任务,其主要目的是从数据立方中挖掘出满足梯度约束的梯度-探测元组对.然而,现有的研究都是基于一般数据立方的.研究了浓缩数据立方中约束数据立方梯度的挖掘问题.通过扩展LiveSet驱动算法,提出了一个eLiveSet算法.测试表明,该算法在立方梯度挖掘效率上比现有算法要高. |
英文摘要: |
Constrained cube gradient mining is an important mining task and its goal is to extract the pairs of gradient-probe cell satisfy the gradient constraint from a data cube. However, previous work are explored for a general data cube. In this paper, the problem of the mining constrained cube gradient for a condensed cube is studied. An algorithm named as eLiveSet for the problem is developed through the extension of the existing efficient mining algorithm LiveSet-driven. The experimental results show that the algorithm is more effective than the existing algorithm on the performance of mining constrained cube gradient. |
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