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李群深层结构学习算法研究 被引量:3
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作者 何文慧 李凡长 《计算机科学与探索》 CSCD 2010年第7期646-653,共8页
针对数据的复杂性和语义深层关系,提出一种李群深层结构学习算法。主要包括:基于流形的深层结构分析方法、基于参数的李群半监督学习算法和基于线性的李群半监督学习算法,以及这些算法相融合的李群深层结构学习算法。该算法对连续语义... 针对数据的复杂性和语义深层关系,提出一种李群深层结构学习算法。主要包括:基于流形的深层结构分析方法、基于参数的李群半监督学习算法和基于线性的李群半监督学习算法,以及这些算法相融合的李群深层结构学习算法。该算法对连续语义间的深层关系有着重要的作用。实验结果显示,深度越深,该算法的效果越好。 展开更多
关键词 李群深层结构学习 半监督学习算法 流形
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基于协方差描述子的红外目标粒子滤波跟踪算法 被引量:5
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作者 芦鸿雁 赵方舟 《微电子学与计算机》 CSCD 北大核心 2013年第4期71-74,共4页
针对传统协方差矩阵跟踪方法中不能捕获目标旋转变化的问题,提出了一种基于椭圆协方差矩阵的红外目标辅助粒子滤波跟踪方法.首先对矩形协方差矩阵进行扩展,构建了椭圆协方差矩阵描述子,能有效适应目标的尺度和旋转变化,有效提高了目标... 针对传统协方差矩阵跟踪方法中不能捕获目标旋转变化的问题,提出了一种基于椭圆协方差矩阵的红外目标辅助粒子滤波跟踪方法.首先对矩形协方差矩阵进行扩展,构建了椭圆协方差矩阵描述子,能有效适应目标的尺度和旋转变化,有效提高了目标模型的分辨能力.进而采用改进的李群结构来进行距离度量.在贝叶斯跟踪框架下,采用辅助粒子滤波采样粒子,解决了粒子滤波采样时由于没有利用观测值而造成粒子不能完全覆盖在目标位置附近的问题,最终实现了红外目标的准确定位.实验结果表明该算法简单有效,能准确跟踪尺度和旋转变化的红外目标. 展开更多
关键词 区域协方差矩阵 目标跟踪 李群结构 辅助粒子滤波
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Lie Algebras for Constructing Nonlinear Integrable Couplings 被引量:15
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作者 张玉峰 《Communications in Theoretical Physics》 SCIE CAS CSCD 2011年第11期805-812,共8页
Two new explicit Lie algebras are introduced for which the nonlinear integrable couplings of the Giachetti- Johnson (G J) hierarchy and the Yang hierarchy are obtained, respectively. By employing the variational ide... Two new explicit Lie algebras are introduced for which the nonlinear integrable couplings of the Giachetti- Johnson (G J) hierarchy and the Yang hierarchy are obtained, respectively. By employing the variational identity their ttamiltonian structures are also generated. The approach presented in the paper can also provide nonlinear integrable couplings of other soliton hierarchies of evolution equations. 展开更多
关键词 Lie algebra nonlinear integrable couplings Hamiltonian structure
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Coupling Integrable Couplings of an Equation Hierarchy
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作者 王惠 夏铁成 《Communications in Theoretical Physics》 SCIE CAS CSCD 2013年第4期393-397,共5页
Based on a kind of Lie a/gebra G proposed by Zhang, one isospectral problem is designed. Under the framework of zero curvature equation, a new kind of integrable coupling of an equation hierarchy is generated using th... Based on a kind of Lie a/gebra G proposed by Zhang, one isospectral problem is designed. Under the framework of zero curvature equation, a new kind of integrable coupling of an equation hierarchy is generated using the methods proposed by Ma and Gao. With the help of variational identity, we get the Hamiltonian structure of the hierarchy. 展开更多
关键词 nonlinear integrable coupling Liouville integrable hierarchy variational identity Hamiltonianstructure
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Dirac cohomology and Dirac induction
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作者 HUANG JingSong 《Science China Mathematics》 SCIE 2011年第11期2373-2381,共9页
Let G be a connected semisimple Lie group with a maximal compact group K of equal rank. We use the Dirac cohomology of the unitary representations to define Dirac-induction from a representation of K to the discrete s... Let G be a connected semisimple Lie group with a maximal compact group K of equal rank. We use the Dirac cohomology of the unitary representations to define Dirac-induction from a representation of K to the discrete series of G. This is closely related to the Dirac induction for the reduced group C*-algebras C*red (G) and a geometric construction of discrete series for semisimple Lie groups. Furthermore, we use Dirac cohomology of the Kostant's cubic Dirac operator to define Dirac-induction for compact Lie groups. This induction for compact Lie groups is simpler than the Bott's induction and is easier for calculation. 展开更多
关键词 semisimple Lie group discrete series Dirac cohomology Dirac induction
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