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OALib Journal期刊
ISSN: 2333-9721
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Application of an incremental updating algorithm in data mining
一种增量更新算法在数据挖掘中的应用

Keywords: data mining,rough set,incremental updating algorithm,extended discernibility matrix,extended decision matrix,data reduction
数据挖掘
,粗糙集,增量更新算法,扩展差别矩阵,扩展决策矩阵,数据约简,增量式,更新算法,数据挖掘,应用,data,mining,algorithm,incremental,updating,实验,复杂度,时间,效率,处理技术,并行,使用,规则提取算法,基于扩展,属性约简算法,决策矩阵,差别矩阵

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Abstract:

The extended discernibility matrices and extended decision matrices have been introduced, new attribute reduction algorithm and incremental updating algorithm (namely, attribute reduction algorithm based on extended discernibility matrix and incremental rule acquisition algorithm based on extended decision matrix) have been presented, and incremental updating algorithm of rules has been discussed and researched. Incremental updating algorithm and parallel processing technology were used to raise the efficiency of data mining and reduce the time complexity. Our experimental results show that the algorithm is feasible and effective.

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