The generalized inverses of tensors and an application to linear models

被引:53
作者
Jin, Hongwei [1 ,2 ]
Bai, Minru [1 ]
Benitez, Julio [2 ]
Liu, Xiaoji [3 ]
机构
[1] Hunan Univ, Coll Math & Econometr, Changsha 410082, Hunan, Peoples R China
[2] Univ Politecn Valencia, Dept Matemat Aplicada, Inst Matemat Multidisciplinar, Camino Vera S-N, Valencia 46022, Spain
[3] Guangxi Univ Nationalities, Fac Sci, Nanning 530006, Peoples R China
基金
美国国家科学基金会;
关键词
Tensors; Generalized inverses; Moore-Penrose inverse of tensors; Linear models;
D O I
10.1016/j.camwa.2017.04.017
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we recall and extend some tensor operations. Then, the generalized inverse of tensors is established by using tensor equations. Moreover, we investigate the least-squares solutions of tensor equations. An algorithm to compute the Moore-Penrose inverse of an arbitrary tensor is constructed. Finally, we apply the obtained results to higher order Gauss-Markov theorem. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:385 / 397
页数:13
相关论文
共 28 条
[11]   Most Tensor Problems Are NP-Hard [J].
Hillar, Christopher J. ;
Lim, Lek-Heng .
JOURNAL OF THE ACM, 2013, 60 (06)
[12]  
Hitchcock F. L., 1928, J. Math. Phys., V7, P39, DOI DOI 10.1002/SAPM19287139
[14]  
Kiers HAL, 2000, J CHEMOMETR, V14, P105, DOI 10.1002/1099-128X(200005/06)14:3<105::AID-CEM582>3.0.CO
[15]  
2-I
[16]   THIRD-ORDER TENSORS AS OPERATORS ON MATRICES: A THEORETICAL AND COMPUTATIONAL FRAMEWORK WITH APPLICATIONS IN IMAGING [J].
Kilmer, Misha E. ;
Braman, Karen ;
Hao, Ning ;
Hoover, Randy C. .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2013, 34 (01) :148-172
[17]   Factorization strategies for third-order tensors [J].
Kilmer, Misha E. ;
Martin, Carla D. .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2011, 435 (03) :641-658
[18]   Tensor Decompositions and Applications [J].
Kolda, Tamara G. ;
Bader, Brett W. .
SIAM REVIEW, 2009, 51 (03) :455-500
[19]   AN ORDER-p TENSOR FACTORIZATION WITH APPLICATIONS IN IMAGING [J].
Martin, Carla D. ;
Shafer, Richard ;
Larue, Betsy .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2013, 35 (01) :A474-A490
[20]  
Puri M.L., 1984, Sankhya: The Indian Journal of Statistics, Series A, V46, P277