Skip to main content
Erschienen in: Calcolo 1/2023

01.03.2023

A preconditioned tensor splitting iteration method and associated global correction technique for solving multilinear systems

verfasst von: Baohua Huang

Erschienen in: Calcolo | Ausgabe 1/2023

Einloggen, um Zugang zu erhalten

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this work, we propose a preconditioned tensor splitting iteration method for solving the multilinear system with Einstein product and give the corresponding theoretical analysis. Then we give a global correction method and theoretically prove that the proposed global correction method accelerates the convergence of the existing algorithm. These studies give some new accelerated iterative techniques which are not appeared in the previously published works. Some numerical results are disclosed to experimentally illustrate the effectiveness of the preconditioned method and the global correction technique.
Literatur
1.
Zurück zum Zitat Smilde, A., Bro, R., Geladi, P.: Multi-way analysis: applications in the chemical sciences. Wiley, West Sussex, England (2004) Smilde, A., Bro, R., Geladi, P.: Multi-way analysis: applications in the chemical sciences. Wiley, West Sussex, England (2004)
2.
Zurück zum Zitat Vlasic, D., Brand, M., Pfister, H., Popovic, J.: Face transfer with multilinear models. ACM Trans. Graph. 24(3), 426–433 (2005)CrossRef Vlasic, D., Brand, M., Pfister, H., Popovic, J.: Face transfer with multilinear models. ACM Trans. Graph. 24(3), 426–433 (2005)CrossRef
3.
Zurück zum Zitat Einstein, A.: The foundation of the general theory of relativity. In: Kox A.J., Klein M.J., Schulmann R., (eds) The collected papers of Albert Einstein. Vol. 6. Princeton University Press, Princeton, pp 146–200 (2007) Einstein, A.: The foundation of the general theory of relativity. In: Kox A.J., Klein M.J., Schulmann R., (eds) The collected papers of Albert Einstein. Vol. 6. Princeton University Press, Princeton, pp 146–200 (2007)
7.
Zurück zum Zitat Brazell, M., Li, N., Navasca, C., Tamon, C.: Solving multilinear systems via tensor inversion. SIAM J. Matrix Anal. Appl. 34(2), 542–570 (2013)MathSciNetCrossRefMATH Brazell, M., Li, N., Navasca, C., Tamon, C.: Solving multilinear systems via tensor inversion. SIAM J. Matrix Anal. Appl. 34(2), 542–570 (2013)MathSciNetCrossRefMATH
8.
Zurück zum Zitat Chen, Z., Lu, L.Z.: A projection method and Kronecker product preconditioner for solving Sylvester tensor equations. Sci. China Math. 55, 1281–1292 (2012)MathSciNetCrossRefMATH Chen, Z., Lu, L.Z.: A projection method and Kronecker product preconditioner for solving Sylvester tensor equations. Sci. China Math. 55, 1281–1292 (2012)MathSciNetCrossRefMATH
9.
Zurück zum Zitat Beik, F.P.A., Movahed, F.S., Ahmadi-Asl, S.: On the Krylov subspace methods based on tensor format for positive definite Sylvester tensor equations. Numer. Linear Algebra Appl. 23(3), 444–466 (2016)MathSciNetCrossRefMATH Beik, F.P.A., Movahed, F.S., Ahmadi-Asl, S.: On the Krylov subspace methods based on tensor format for positive definite Sylvester tensor equations. Numer. Linear Algebra Appl. 23(3), 444–466 (2016)MathSciNetCrossRefMATH
10.
Zurück zum Zitat Li, W., Liu, D.D., Vong, S.W.: Comparison results for splitting iterations for solving multi-linear systems. Appl. Numer. Math. 134, 105–121 (2018)MathSciNetCrossRefMATH Li, W., Liu, D.D., Vong, S.W.: Comparison results for splitting iterations for solving multi-linear systems. Appl. Numer. Math. 134, 105–121 (2018)MathSciNetCrossRefMATH
11.
Zurück zum Zitat Liu, D.D., Li, W., Vong, S.W.: A new preconditioned SOR method for solving multi-linear systems with an M-tensor. Calcolo 57(2), 15 (2020)MathSciNetCrossRefMATH Liu, D.D., Li, W., Vong, S.W.: A new preconditioned SOR method for solving multi-linear systems with an M-tensor. Calcolo 57(2), 15 (2020)MathSciNetCrossRefMATH
12.
Zurück zum Zitat Lai, W.M., Rubin, D., Krempl, E.: Introduction to Continuum Mechanics. Butterworth Heinemann, Oxford (2009) Lai, W.M., Rubin, D., Krempl, E.: Introduction to Continuum Mechanics. Butterworth Heinemann, Oxford (2009)
13.
Zurück zum Zitat Fry, A., Navasca, C.: Tensor restricted isometry property for multilinear sparse system of genomic interactions. In: the 48th Asilomar Conference on Signals, Systems and Computers, IEEE (2014) Fry, A., Navasca, C.: Tensor restricted isometry property for multilinear sparse system of genomic interactions. In: the 48th Asilomar Conference on Signals, Systems and Computers, IEEE (2014)
14.
Zurück zum Zitat Cui, L.B., Chen, C., Li, W., Ng, M.K.: An eigenvalue problem for even order tensors with its applications. Linear Multilinear Algebra. 64(4), 602–621 (2016)MathSciNetCrossRefMATH Cui, L.B., Chen, C., Li, W., Ng, M.K.: An eigenvalue problem for even order tensors with its applications. Linear Multilinear Algebra. 64(4), 602–621 (2016)MathSciNetCrossRefMATH
15.
Zurück zum Zitat Xie, Z.J., Jin, X.Q., Sin, V.K.: An optimal preconditioner for tensor equations involving Einstein product. Linear Multilinear Algebra. 68(5), 886–902 (2020)MathSciNetCrossRefMATH Xie, Z.J., Jin, X.Q., Sin, V.K.: An optimal preconditioner for tensor equations involving Einstein product. Linear Multilinear Algebra. 68(5), 886–902 (2020)MathSciNetCrossRefMATH
16.
Zurück zum Zitat Liang, M.L., Zheng, B., Zhao, R.J.: Tensor inversion and its application to the tensor equations with Einstein product. Linear Multilinear Algebra. 67(4), 843–870 (2019)MathSciNetCrossRefMATH Liang, M.L., Zheng, B., Zhao, R.J.: Tensor inversion and its application to the tensor equations with Einstein product. Linear Multilinear Algebra. 67(4), 843–870 (2019)MathSciNetCrossRefMATH
17.
Zurück zum Zitat Wang, Q.W., Xu, X.J.: Iterative algorithms for solving some tensor equations. Linear Multilinear Algebra. 67(7), 1325–1349 (2019)MathSciNetCrossRefMATH Wang, Q.W., Xu, X.J.: Iterative algorithms for solving some tensor equations. Linear Multilinear Algebra. 67(7), 1325–1349 (2019)MathSciNetCrossRefMATH
18.
Zurück zum Zitat Huang, B.H., Xie, Y.J., Ma, C.F.: Krylov subspace methods to solve a class of tensor equations via the Einstein product. Numer. Linear Algebra Appl. 26, e2254 (2019)MathSciNetCrossRefMATH Huang, B.H., Xie, Y.J., Ma, C.F.: Krylov subspace methods to solve a class of tensor equations via the Einstein product. Numer. Linear Algebra Appl. 26, e2254 (2019)MathSciNetCrossRefMATH
19.
Zurück zum Zitat Hajarian, M.: Conjugate gradient-like methods for solving general tensor equation with Einstein product. J. Franklin Inst. 357(7), 4272–4285 (2020)MathSciNetCrossRefMATH Hajarian, M.: Conjugate gradient-like methods for solving general tensor equation with Einstein product. J. Franklin Inst. 357(7), 4272–4285 (2020)MathSciNetCrossRefMATH
20.
Zurück zum Zitat Huang, B.H., Ma, C.F.: An iterative algorithm to solve the generalized Sylvester tensor equations. Linear Multilinear Algebra 68(6), 1175–1200 (2020)MathSciNetCrossRefMATH Huang, B.H., Ma, C.F.: An iterative algorithm to solve the generalized Sylvester tensor equations. Linear Multilinear Algebra 68(6), 1175–1200 (2020)MathSciNetCrossRefMATH
21.
Zurück zum Zitat Huang, B.H., Ma, C.F.: Global least squares methods based on tensor form to solve a class of generalized Sylvester tensor equations. Appl. Math. Comput. 369, 124892 (2020)MathSciNetMATH Huang, B.H., Ma, C.F.: Global least squares methods based on tensor form to solve a class of generalized Sylvester tensor equations. Appl. Math. Comput. 369, 124892 (2020)MathSciNetMATH
22.
Zurück zum Zitat Huang, B.H., Li, W.: Numerical subspace algorithms for solving the tensor equations involving Einstein product. Numer. Linear Algebra Appl. 28(2), e2351 (2021)MathSciNetCrossRefMATH Huang, B.H., Li, W.: Numerical subspace algorithms for solving the tensor equations involving Einstein product. Numer. Linear Algebra Appl. 28(2), e2351 (2021)MathSciNetCrossRefMATH
23.
Zurück zum Zitat Beik, F.P.A., Najafi-Kalyani, M.: A preconditioning technique in conjunction with Krylov subspace methods for solving multilinear systems. Appl. Math. Lett. 116(3), 107051 (2021)MathSciNetCrossRefMATH Beik, F.P.A., Najafi-Kalyani, M.: A preconditioning technique in conjunction with Krylov subspace methods for solving multilinear systems. Appl. Math. Lett. 116(3), 107051 (2021)MathSciNetCrossRefMATH
24.
Zurück zum Zitat Li, T., Wang, Q.W., Zhang, X.F.: Hermitian and skew-Hermitian splitting methods for solving a tensor equation. Int. J. Comput. Math. 98(6), 1274–1290 (2021)MathSciNetCrossRefMATH Li, T., Wang, Q.W., Zhang, X.F.: Hermitian and skew-Hermitian splitting methods for solving a tensor equation. Int. J. Comput. Math. 98(6), 1274–1290 (2021)MathSciNetCrossRefMATH
25.
Zurück zum Zitat Dehdezi, E.K., Karimi, S.: A gradient based iterative method and associated preconditioning technique for solving the large multilinear systems. Calcolo. 58(4), 1–19 (2021)MathSciNetMATH Dehdezi, E.K., Karimi, S.: A gradient based iterative method and associated preconditioning technique for solving the large multilinear systems. Calcolo. 58(4), 1–19 (2021)MathSciNetMATH
26.
Zurück zum Zitat Duan, X.F., Duan, S.Q., Li, J.F., Wang, Q.W.: An efficient algorithm for solving the nonnegative tensor least squares problem. Numer. Linear Algebra Appl. 28(6), e2385 (2021)MathSciNetCrossRefMATH Duan, X.F., Duan, S.Q., Li, J.F., Wang, Q.W.: An efficient algorithm for solving the nonnegative tensor least squares problem. Numer. Linear Algebra Appl. 28(6), e2385 (2021)MathSciNetCrossRefMATH
27.
Zurück zum Zitat Ichi, A.E., Jbilou, K., Sadaka, R.: Tensor global extrapolation methods using the \(n\)-mode and the Einstein products. Mathematics 8, 1298 (2020)CrossRef Ichi, A.E., Jbilou, K., Sadaka, R.: Tensor global extrapolation methods using the \(n\)-mode and the Einstein products. Mathematics 8, 1298 (2020)CrossRef
28.
Zurück zum Zitat Beik, F.P.A., Ichi, A.E., Jbilou, K., Sadaka, R.: Tensor extrapolation methods with applications. Numer. Algor. 87(4), 1421–1444 (2021)MathSciNetCrossRefMATH Beik, F.P.A., Ichi, A.E., Jbilou, K., Sadaka, R.: Tensor extrapolation methods with applications. Numer. Algor. 87(4), 1421–1444 (2021)MathSciNetCrossRefMATH
29.
Zurück zum Zitat Liang, M.L., Zheng, B.: Further results on Moore–Penrose inverses of tensors with application to tensor nearness problems. Comput. Math. Appl. 77(5), 1282–1293 (2019)MathSciNetCrossRefMATH Liang, M.L., Zheng, B.: Further results on Moore–Penrose inverses of tensors with application to tensor nearness problems. Comput. Math. Appl. 77(5), 1282–1293 (2019)MathSciNetCrossRefMATH
30.
Zurück zum Zitat Gunawardena, A.D., Jain, S.K., Snyder, L.: Modified iterative methods for consistent linear systems. Linear Algebra Appl. 154–156, 123–143 (1991)MathSciNetCrossRefMATH Gunawardena, A.D., Jain, S.K., Snyder, L.: Modified iterative methods for consistent linear systems. Linear Algebra Appl. 154–156, 123–143 (1991)MathSciNetCrossRefMATH
31.
Zurück zum Zitat Varga, R.S.: Matrix Iterative Analysis. Springer, Berlin (2009) Varga, R.S.: Matrix Iterative Analysis. Springer, Berlin (2009)
32.
Zurück zum Zitat Neumann, M., Plemmons, J.: Covergence of parallel multisplitting iterative methods for M-matrices. Linear Algebra Appl. 88–89, 559–573 (1987)CrossRefMATH Neumann, M., Plemmons, J.: Covergence of parallel multisplitting iterative methods for M-matrices. Linear Algebra Appl. 88–89, 559–573 (1987)CrossRefMATH
Metadaten
Titel
A preconditioned tensor splitting iteration method and associated global correction technique for solving multilinear systems
verfasst von
Baohua Huang
Publikationsdatum
01.03.2023
Verlag
Springer International Publishing
Erschienen in
Calcolo / Ausgabe 1/2023
Print ISSN: 0008-0624
Elektronische ISSN: 1126-5434
DOI
https://doi.org/10.1007/s10092-022-00499-w

Weitere Artikel der Ausgabe 1/2023

Calcolo 1/2023 Zur Ausgabe

Premium Partner