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机器学习在模式识别中的应用研究 被引量:6

The Application Study of Machine Learning in Pattern Recognition
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摘要 近年来,机器学习已成功应用于模式识别领域,并且随着研究的深入,机器学习的相关算法和理论又得到了完善和扩展。本文将阐述机器学习的基本概念,分析应用在模式识别领域的若干机器学习算法。 Recently, machine learning has been applied to pattern recognition successfully. With the advance of study, theory and algorithms of machine learning have been improved and expanded a lot. The paper will go into detail about machine learning and analyze several machine learning algorithms which are applied to pattern recognition.
作者 杜明 周而重
出处 《科技信息》 2009年第9期37-38,60,共3页 Science & Technology Information
关键词 机器学习 遗传算法 人工神经网络 支持向量机 K-近邻法 Machine learning Genetic algorithms Artificial neural networks Support vector machine K-nearest neighbor
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  • 1龙卫江,张文修.基于相近原则的半指导直推学习机及其增量算法[J].应用数学学报,2006,29(4):619-632. 被引量:2
  • 2Nigam K,McCallum A K,Thrun S,Mitchell T.Text classification from labeled and unlabeled documents using EM[J].Machine Learning,2000,39(2-3):103-134.
  • 3Joachims T.Transductive inference for text classification using support vector machines[G].In:Proc 16th Int'l Conf Machine Learning,Bled,Slovenia,1999,200-209.
  • 4Blum A,Mitchell T.Combining labeled and unlabeled data with co-training[G].In:Proc 16th Annual Conf Computational Learning Theory,Madison,WI,1998,92-100.
  • 5Breiman L.,Friedman,J.,Olshen,R.,and Stone,C.Classification and Regression Trees[M].Wadsworth,1984.
  • 6Breiman L.Random forests[J].Machine Learning,2001,45(1):5-32.
  • 7Cortes,C.,Vapnik,V.M.,.Support Vector Networks[J].Machine Learning,1995,20:273-297.
  • 8Dietterich,T.G.An Experimental Comparison of Three Methods for Constructing Ensembles of Decision Trees:Bagging,Boosting,and Randomization[J].Machine Learning,2000,40:139-157.
  • 9Breiman,L.,Bagging Predictors[J].Machine Learning,1996,24(2):123-140.
  • 10Agrawal R,Imielinski T,Swami A.Mining association rules between sets of items in large databases[K].Proc of ACM SIGMOD Conf on Management of Data[C].Washington,1993.207-216.

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