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一种改进的最佳鉴别平面
引用本文:赵海涛,金忠.一种改进的最佳鉴别平面[J].南京理工大学学报(自然科学版),2000,24(1):88-92.
作者姓名:赵海涛  金忠
作者单位:南京理工大学理学院,南京,210094
摘    要:在模式识别领域,基于Fisher鉴别准则函数的Sammon最佳鉴别平面技术有着重大的影响。特征抽取的一般原则是最好抽取模式朱相关的特征,而Sammon最佳鉴别平面的2个鉴别投影方向虽然是正交的,但一般也是统计相关的。实验结果表明,改进的最佳鉴别平面具有良好分类效果。

关 键 词:模式识别  特征抽取  最佳鉴别平面  特征选择
修稿时间:1999-05-18

An Improved Optimal Discriminant Plane
ZhaoHaitao,JinZhong.An Improved Optimal Discriminant Plane[J].Journal of Nanjing University of Science and Technology(Nature Science),2000,24(1):88-92.
Authors:ZhaoHaitao  JinZhong
Abstract:Based on Fisher's discriminant function,Sammon's optimal discriminant plane has great influence in the area of pattern recognition.A general rule for feature extraction is to extract features as uncorrelatedly as possible,but the two features in Sammon's optimal discriminant plane are correlated.A different optimal discriminant plane was presented before.Although the two features in this plane are uncorrelated,they are not orthogonal.Based on the improvement of Fisher's discriminant function, an optimal discriminant plane with uncorrelated and orthogonal features is presented in this paper.Experiments on a three class problem are performed.Experimental results have shown that the new optimal discriminant plane is very effective.
Keywords:pattern recognition  feature extraction  feature selection  discriminant analysis  dimensionality reduction
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