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对称零空间准则下的LDA特征抽取方法 被引量:1
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作者 宋晓宁 郑宇杰 +1 位作者 杨静宇 吴小俊 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2009年第3期400-405,411,共7页
小样本问题在利用线性鉴别分析处理高维样本时经常遇到,但是已有方法在如何构造完整的最优子空间,并在其中获得最有效的鉴别分析的过程中始终存在着共同的缺陷.提出一种最优对称零空间准则的鉴别分析方法,通过构造类内和类间散布矩阵的... 小样本问题在利用线性鉴别分析处理高维样本时经常遇到,但是已有方法在如何构造完整的最优子空间,并在其中获得最有效的鉴别分析的过程中始终存在着共同的缺陷.提出一种最优对称零空间准则的鉴别分析方法,通过构造类内和类间散布矩阵的2个零子空间及其互补子空间,获得分布在各子空间中降维样本的最优鉴别信息,可有效地解决传统Fisher线性变换方法中的最终特征维数受类别数限制的问题.在FERET和ORL人脸数据库上的实验结果验证了文中方法的有效性. 展开更多
关键词 特征抽取 线性鉴别分析 对称零空间 小样本问题 人脸识别
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Effect of Asymmetry of Dichotomous Noise on Transport of Particles
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作者 张贵川 李静辉 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第2期303-307,共5页
In this paper, an additive dichotomous noise model and a multiplicative dichotomous noise model are investigated for the effect of the asymmetry of the additive and multiplicative dichotomous noises on the transport o... In this paper, an additive dichotomous noise model and a multiplicative dichotomous noise model are investigated for the effect of the asymmetry of the additive and multiplicative dichotomous noises on the transport of the particles, in the presence of spatial symmetry and asymmetry, respectively. It is shown that, in the presence of spatial asymmetry, the asymmetry of the dichotomous noise can weaken or enhance the transport of the particles; while in the absence of spatial asymmetry, the nonzero current induced by the noise's asymmetry is "symmetric" around the zero current. In addition, a current reversal can be produced by controlling the noise's asymmetry parameter; and we find that, for some values of the noise's asymmetry parameter, the multiplicative dichotomous noise can more easily induce the transport of the particles than the additive dichotomous noise. 展开更多
关键词 dichotomous noise TRANSPORT
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