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完全有界映射与一致张量范数
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作者 方小春 《复旦学报(自然科学版)》 CAS CSCD 北大核心 1991年第2期158-165,共8页
用构造性的方法得到了与Stinespring表示有关的若干结果。另引进完全有界一致张量范数的概念,证明了Haagerup范教是其特例。
关键词 C^*代 有界映射 张量范数
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面向信息系统推荐与决策的高阶张量分析方法
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作者 王贝伦 张嘉琦 +3 位作者 蔡英豪 王兆阳 谈笑 沈典 《计算机研究与发展》 EI CSCD 北大核心 2024年第7期1697-1712,共16页
张量数据(或多维数组)在各个行业的信息系统中广泛存在,例如医疗系统中的功能性磁共振成像(fMRI)数据和商品数据信息系统中的用户-产品数据.将这些数据用以预测张量特征与单变量响应之间的关系,可以实现数据赋能,提供更精准的服务或解... 张量数据(或多维数组)在各个行业的信息系统中广泛存在,例如医疗系统中的功能性磁共振成像(fMRI)数据和商品数据信息系统中的用户-产品数据.将这些数据用以预测张量特征与单变量响应之间的关系,可以实现数据赋能,提供更精准的服务或解决方案,例如疾病决策诊断或商品推荐.然而,现有的张量回归方法存在2个主要问题:一是可能丢失了张量的空间信息,导致预测结果不准确;二是计算成本过高,导致服务或解决方案不及时.对于具有高阶结构的大规模数据而言,这2点则显得更为突出.因此为了实现数据赋能,即利用张量数据来提高信息服务或解决方案的质量和效率,提出了稀疏低秩张量回归模型(sparse and low-rank tensor regression model,SLTR).该模型通过对张量系数应用l1范数和张量核范数使得张量系数具有稀疏性和低秩性两大特点,这样既保留了张量的结构信息又可以方便地解释数据.利用近端梯度方法优化了混合正则化器,使得求解过程可扩展且高效.除此之外证明了SLTR的严格误差界.在多个模拟数据集和一个视频数据集上的实验结果表明,SLTR相比于之前的方法,在更短的时间内获得了更好的预测性能. 展开更多
关键词 张量回归 并行近端法 据可解释性 张量范数 分类
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基于CUDA与CUBLAS的Tucker分解模块设计与实现 被引量:10
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作者 周琦 柴小丽 +1 位作者 马克杰 俞则人 《计算机工程》 CAS CSCD 北大核心 2019年第3期41-46,共6页
由于张量Tucker分解在图像处理、人脸识别与信号处理等领域中的大量应用,使得Tucker分解算法成为目前重点研究对象。但是当前流行的Tucker分解算法需要对张量进行多次展开,导致算法加速效率降低。针对上述问题,提出一种应用于统一计算... 由于张量Tucker分解在图像处理、人脸识别与信号处理等领域中的大量应用,使得Tucker分解算法成为目前重点研究对象。但是当前流行的Tucker分解算法需要对张量进行多次展开,导致算法加速效率降低。针对上述问题,提出一种应用于统一计算设备架构(CUDA)平台上的改进Tucker分解模块,通过对Tucker分解算法与CUDA平台进行优化,在省略张量展开过程的同时,提高加速效率,从而降低对加速系统的要求。实验结果表明,改进Tucker分解算法在CUDA平台上的加速性能具有明显提高。 展开更多
关键词 Tucker分解算法 张量分解 统一计算设备架构 图形处理单元 张量范数
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On braided Lie algebras
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作者 朱海星 刘国华 《Journal of Southeast University(English Edition)》 EI CAS 2011年第2期227-229,共3页
Let (C, C) be a braided monoidal category. The relationship between the braided Lie algebra and the left Jacobi braided Lie algebra in the category (C, C) is investigated. First, a braided C2-commutative algebra i... Let (C, C) be a braided monoidal category. The relationship between the braided Lie algebra and the left Jacobi braided Lie algebra in the category (C, C) is investigated. First, a braided C2-commutative algebra in the category (C, C) is defined and three equations on the braiding in the category (C, C) are proved. Secondly, it is verified that (A, [, ] ) is a left (strict) Jacobi braided Lie algebra if and only if (A, [, ] ) is a braided Lie algebra, where A is an associative algebra in the category (C, C). Finally, as an application, the structures of braided Lie algebras are given in the category of Yetter-Drinfel'd modules and the category of Hopf bimodules. 展开更多
关键词 Hopf algebra braided monoidal category braided Lie algebra
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Double Transformed Tubal Nuclear Norm Minimization for Tensor Completion
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作者 TIAN Jialue ZHU Yulian LIU Jiahui 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2022年第S01期166-174,共9页
Non-convex methods play a critical role in low-rank tensor completion for their approximation to tensor rank is tighter than that of convex methods.But they usually cost much more time for calculating singular values ... Non-convex methods play a critical role in low-rank tensor completion for their approximation to tensor rank is tighter than that of convex methods.But they usually cost much more time for calculating singular values of large tensors.In this paper,we propose a double transformed tubal nuclear norm(DTTNN)to replace the rank norm penalty in low rank tensor completion(LRTC)tasks.DTTNN turns the original non-convex penalty of a large tensor into two convex penalties of much smaller tensors,and it is shown to be an equivalent transformation.Therefore,DTTNN could take advantage of non-convex envelopes while saving time.Experimental results on color image and video inpainting tasks verify the effectiveness of DTTNN compared with state-of-the-art methods. 展开更多
关键词 double transformed tubal nuclear norm low tubal-rank non-convex optimization tensor factorization tensor completion
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Designing Bézier surfaces minimizing the L^2-norm of the Gaussian curvature
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作者 MO Guo-liang WU Ming-hua 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第1期142-148,共7页
In freeform surface modelling, developable surfaces have much application value. But, in 3D space, there is not always a regular developable surface which interpolates the given boundary of an arbitrary piecewise smoo... In freeform surface modelling, developable surfaces have much application value. But, in 3D space, there is not always a regular developable surface which interpolates the given boundary of an arbitrary piecewise smooth closed curve. In this paper, tensor product Bézier surfaces interpolating the closed curves are determined and the resulting surface is a minimum of the functional defined by the L2-integral norm of the Gaussian curvature. The Gaussian curvature of the surfaces is minimized by the method of solving nonlinear optimization problems. An improved approach trust-region form method is proposed. A simple application example is also given. 展开更多
关键词 ensor product polynomial surfaces Gaussian curvature L^2-integral norm Texture mapping Nonlinear optimization
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Linear operators and positive semidefiniteness of symmetric tensor spaces 被引量:4
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作者 LUO Zi Yan QI Li Qun YE Yin Yu 《Science China Mathematics》 SCIE CSCD 2015年第1期197-212,共16页
We study symmetric tensor spaces and cones arising from polynomial optimization and physical sciences.We prove a decomposition invariance theorem for linear operators over the symmetric tensor space,which leads to sev... We study symmetric tensor spaces and cones arising from polynomial optimization and physical sciences.We prove a decomposition invariance theorem for linear operators over the symmetric tensor space,which leads to several other interesting properties in symmetric tensor spaces.We then consider the positive semidefiniteness of linear operators which deduces the convexity of the Frobenius norm function of a symmetric tensor.Furthermore,we characterize the symmetric positive semidefinite tensor(SDT)cone by employing the properties of linear operators,design some face structures of its dual cone,and analyze its relationship to many other tensor cones.In particular,we show that the cone is self-dual if and only if the polynomial is quadratic,give specific characterizations of tensors that are in the primal cone but not in the dual for higher order cases,and develop a complete relationship map among the tensor cones appeared in the literature. 展开更多
关键词 symmetric tensor symmetric positive semidefinite tensor cone linear operator SOS cone
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