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基于遗传算法的数据预处理组合方法

The Combination Method in Data Pretreatment Based on Genetic Algorithm
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摘要 进行数据挖掘之前的原始数据经常是不完整或存在异常,针对这种情况,在众多数据预处理算法的基础之上,文中提出了一种基于遗传算法的数据预处理组合方法,能有效的利用各种方法的优点,提高了估计的精确度.通过实验证明,该方法优于其他各种单一方法. The original data that before data mining are often incomplete or abnormal.In view of this situation,on the basis of many data pretreatment algorithm,this paper presents a combination methods in data pretreatment based on genetic algorithm,which can effectively use the advantages of various methods,and improve the accuracy of the estimate.The experiments prove that this method is superior to other single methods.
作者 袁溪 王晅
出处 《西安文理学院学报(自然科学版)》 2009年第4期73-75,共3页 Journal of Xi’an University(Natural Science Edition)
关键词 遗传算法 数据预处理 数据挖掘 最优权值 genetic algorithms data pretreatment data mining best value
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  • 1Matthew P.,Rafael A.C.,Fast Dimensionality Reduction and Simple PCA.Intelligent Data Analysis.1998,2.203~214. 被引量:1
  • 2Davies S.,Moore A.,Bayesian Networks for Lossless Dataset Compression.In Proceedings KDD'99.San Diego CA USA.1999. 被引量:1
  • 3Slowinski R.,Stafanowski J.,Rough Classification in Incomplete Information System.Mathematical and Computer Modelling.1989,12.1347~1357. 被引量:1
  • 4Liang J.,Xu Z.,Uncertainty Measures of Roughness of Knowledge and Rough Sets.In Incomplete Information System.The Third World Congress on Intelligent Control and Automation.2000.2526~2529. 被引量:1
  • 5Hong T.P.,Wang T.T.,Wang S.L.,Knowledge Acquistion from Quantitative Data Using the Rough Set Theory.Intelligent Data Analysis.2000,4.289~304. 被引量:1
  • 6Xu X.,Ester M.,Kriegel H.P.et al.A Distribution-Based Clustering Algorithm for Mining in Large Spatial Databases.Proceedings of the 14^th International Conference on Data engineering.1998.324~331. 被引量:1
  • 7Zhang T.,Ramakrishnan R.,Livny M.,BIRCH:An Efficient Data Clustering Method for Very Large Databases.Proceedings of the ACM SIGMOD International Conference on Management of Data.Montreal,Canada.1996. 被引量:1
  • 8Agrawal R.,Gehrke J.,Gunopolos D.et al.Automatic Subspace Clustering of High Dimension Data for Data Mining Applications.Proceedings of the ACM SIGMOD International Conference on Management of Data.1998. 被引量:1
  • 9Sarle W.S.,Neural Network FAQ.Periodic Posting to Usenat Newsgroup Comp.ai.neural-net.URL:ftp:∥ftp.sas.com/pub/neural/FAQ.html,1999. 被引量:1
  • 10Bisgop C.M.,Neural Networks for Pattern Recognition.New York:Oxford University Press.1995.?A?A 被引量:1

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