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Tensor Complementarity Problems—Part I: Basic Theory

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Abstract

Tensors (hypermatrices) are multidimensional analogs of matrices. The tensor complementarity problem is a class of nonlinear complementarity problems with the involved function being defined by a tensor, which is also a direct and natural extension of the linear complementarity problem. In the last few years, the tensor complementarity problem has attracted a lot of attention, and has been studied extensively, from theory to solution methods and applications. This work, with its three parts, aims at contributing to review the state-of-the-art of studies for the tensor complementarity problem and related models. In this part, we describe the theoretical developments for the tensor complementarity problem and related models, including the nonemptiness and compactness of the solution set, global uniqueness and solvability, error bound theory, stability and continuity analysis, and so on. The developments of solution methods and applications for the tensor complementarity problem are given in the second part and the third part, respectively. Some further issues are proposed in all the parts.

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References

  1. Harker, P.T., Pang, J.-S.: Finite-dimensional variational inequality and nonlinear complementarity problems: a survey of theory, algorithms and applications. Math. Program. 48, 161–220 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  2. Facchinei, F., Pang, J.-S.: Finite-Dimensional Variational Inequalities and Complementarity Problems, vol. I and II. Springer, New York (2003)

    MATH  Google Scholar 

  3. Cottle, R.W., Pang, J.-S., Stone, R.E.: The Linear Complementarity Problem. Academic Press, Boston (1992)

    MATH  Google Scholar 

  4. Han, J., Xiu, N., Qi, H.D.: Nonlinear Complementarity Theory and Algorithms. Shanghai Science and Technology Press, Shanghai (2006). (in Chinese)

    Google Scholar 

  5. Qi, L., Luo, Z.: Tensor Analysis: Spectral Theory and Special Tensors. SIAM, Philadelphia (2017)

    Book  MATH  Google Scholar 

  6. Yang, Y., Yang, Q.: A Study on Eigenvalues of Higher-Order Tensors and Related Polynomial Optimization Problems. Science Press, Beijing (2015)

    Google Scholar 

  7. Wei, Y., Ding, W.: Theory and Computation of Tensors: Multi-Dimensional Arrays. Academic Press, London (2016)

    MATH  Google Scholar 

  8. Song, Y., Qi, L.: Properties of some classes of structured tensors. J. Optim. Theory Appl. 165, 854–873 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  9. Song, Y., Qi, L.: Properties of tensor complementarity problem and some classes of structured tensors. Ann. Appl. Math. 33, 308–323 (2017)

    MathSciNet  MATH  Google Scholar 

  10. Che, M., Qi, L., Wei, Y.: Positive-definite tensors to nonlinear complementarity problems. J. Optim. Theory Appl. 168(2), 475–487 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  11. Qi, L., Chen, H.B., Chen, Y.: Tensor Eigenvalues and Their Applications. Springer, Berlin (2018)

    Book  MATH  Google Scholar 

  12. Song, Y., Yu, G.: Properties of solution set of tensor complementarity problem. J. Optim. Theory Appl. 170(1), 85–96 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  13. Qi, L.: Eigenvalues of a real supersymmetric tensor. J. Symb. Comput. 40, 1302–1324 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  14. Qi, L.: Symmetric nonnegative tensors and copositive tensors. Linear Algebra Appl. 439, 228–238 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  15. Ding, W., Luo, Z., Qi, L.: \(P\)-tensors, \(P_0\)-tensors, and their applications. Linear Algebra Appl. 555, 336–354 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  16. Wang, Y., Huang, Z.H., Bai, X.L.: Exceptionally regular tensors and tensor complementarity problems. Optim. Method Softw. 31(4), 815–828 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  17. Ding, W., Qi, L., Wei, Y.: \(M\)-tensors and nonsingular \(M\)-tensors. Linear Algebra Appl. 439(10), 3264–3278 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  18. Zhang, L., Qi, L., Zhou, G.: \(M\)-tensors and some applications. SIAM J. Matrix Anal. Appl. 35(2), 437–452 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  19. Bai, X.L., Huang, Z.H., Wang, Y.: Global uniqueness and solvability for tensor complementarity problems. J. Optim. Theory Appl. 170, 72–84 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  20. Huang, Z.H., Suo, Y.Y., Wang, J.: On \(Q\)-tensors. arXiv:1509.03088. To appear in Pac. J. Optim. (2016)

  21. Lloyd, N.G.: Degree Theory. Cambridge University Press, London (1978)

    MATH  Google Scholar 

  22. Gowda, M.S.: Applications of degree theory to linear complementarity problems. Math. Oper. Res. 18, 868–879 (1993)

    Article  MathSciNet  MATH  Google Scholar 

  23. Isac, G., Bulavski, V., Kalashnikov, V.: Exceptional families, topological degree and complementarity problems. J. Global Optim. 10, 207–225 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  24. Isac, G., Obuchowska, W.T.: Functions without EFE and complementarity problems. J. Optim. Theory Appl. 99(1), 147–163 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  25. Zhao, Y.B., Han, J.: Exceptional family of elements for a variational inequality problem and its applications. J. Global Optim. 14, 313–330 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  26. Zhao, Y.B., Han, J., Qi, H.D.: Exceptional families and existence theorems for variational inequality problems. J. Optim. Theory Appl. 101(2), 475–495 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  27. Huang, Z.H.: Generalization of an existence theorem for variational inequalities. J. Optim. Theory Appl. 118(3), 567–585 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  28. Han, J., Huang, Z.H., Fang, S.-C.: Solvability of variational inequality problems. J. Optim. Theory Appl. 122(3), 501–520 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  29. Agangić, M., Cottle, R.W.: A note on \(Q\)-matrices. Math. Program. 16, 374–377 (1979)

    Article  MATH  Google Scholar 

  30. Danao, R.A.: \(Q\)-matrices and boundedness of solutions to linear complementarity problems. J. Optim. Theory Appl. 83(2), 321–332 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  31. Hu, S., Huang, Z.H., Qi, L.: Strictly nonnegative tensors and nonnegative tensor partition. Sci China Math. 57, 181–195 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  32. Gowda, M.S., Luo, Z., Qi, L., Xiu, N.: \(Z\)-tensors and complementarity problems. arXiv: 1510.07933v2 (2016)

  33. Karamardian, S.: An existence theorem for the complementarity problem. J. Optim. Theory Appl. 19(2), 227–232 (1976)

    Article  MathSciNet  MATH  Google Scholar 

  34. Chen, H.B., Wang, Y.J.: High-order copositive tensors and its applications. J. Appl. Anal. Comput. 8(6), 1863–1885 (2018)

    MathSciNet  Google Scholar 

  35. Chen, H.B., Huang, Z.H., Qi, L.: Copositivity detection of tensors: Theory and algorithm. J. Optim. Theory Appl. 174, 746–761 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  36. Chen, H.B., Huang, Z.H., Qi, L.: Copositive tensor detection and its applications in physics and hypergraphs. Comput. Optim. Appl. 69, 133–158 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  37. Li, L., Zhang, X., Huang, Z.H., Qi, L.: Test of copositive tensors. J. Ind. Manag. Optim. 15(2), 881–891 (2019)

    MathSciNet  MATH  Google Scholar 

  38. Gowda, M.S.: Polynomial complementarity problems. Pac. J. Optim. 13(2), 227–241 (2017)

    MathSciNet  MATH  Google Scholar 

  39. Yu, W., Ling, C., He, H.: On the properties of tensor complementarity problems. Pac. J. Optim. 14(4), 675–691 (2018)

    MathSciNet  Google Scholar 

  40. Song, Y., Qi, L.: Strictly semi-positive tensors and the boundedness of tensor complementarity problems. Optim. Lett. 11(7), 1407–1426 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  41. Song, Y., Mei, W.: Structural properties of tensors and complementarity problems. J. Optim. Theory Appl. 176, 289–305 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  42. Xu, Y., Gu, W.Z., Huang, Z.H.: Estimations on upper and lower bounds of solutions to a class of tensor complementarity problems. Front. Math. China 14(3), 661–671 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  43. Samelson, H., Thrall, R.M., Wesler, O.: A partitioning theorem for Euclidean \(n\)-space. Proc. Am. Math. Soc. 9, 805–807 (1958)

    MATH  Google Scholar 

  44. Megiddo, N., Kojima, M.: On the existence and uniqueness of solutions in nonlinear complementarity problems. Math. Program. 12, 110–130 (1977)

    Article  MATH  Google Scholar 

  45. Gowda, M.S., Sznajder, R.: Some global uniqueness and solvability results for linear complementarity problems over symmetric cones. SIAM J. Optim. 18, 461–481 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  46. Miao, X.H., Huang, Z.H.: GUS-property for Lorentz cone linear complementarity problems on Hilbert spaces. Sci. China Math. 54, 1259–1268 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  47. Wang, Y., Huang, Z.H., Qi, L.: Global uniqueness and solvability of tensor variational inequalities. J. Optim. Theory Appl. 177, 137–152 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  48. Moré, J.J.: Coercivity conditions in nonlinear complementarity problems. Math. Program. 16, 1–16 (1974)

    Article  MathSciNet  MATH  Google Scholar 

  49. Liu, D.D., Li, W., Vong, S.W.: Tensor complementarity problems: the GUS-property and an algorithm. Linear Multilinear Algebra 66(9), 1726–1749 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  50. Balaji, R., Palpandi, K.: Positive definite and Gram tensor complementarity problems. Optim. Lett. 12, 639–648 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  51. Song, Y., Qi, L.: Tensor complementarity problem and semi-positive tensors. J. Optim. Theory Appl. 169(3), 1069–1078 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  52. Chen, H.B., Qi, L., Song, Y.: Column sufficient tensors and tensor complementarity problems. Front. Math. China 13(2), 255–276 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  53. Zheng, Y.N., Wu, W.: On a class of semi-positive tensors in tensor complementarity problem. J. Optim. Theory Appl. 177, 127–136 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  54. Zheng, M.M., Zhang, Y., Huang, Z.H.: Global error bounds for the tensor complementarity problem with a \(P\)-tensor. J. Ind. Manag. Optim. 15(2), 933–946 (2019)

    MathSciNet  MATH  Google Scholar 

  55. Mathias, R., Pang, J.-S.: Error bounds for the linear complementarity problem with a \(P\)-matrix. Linear Algebra Appl. 132, 123–136 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  56. Gowda, M.S.: On the continuity of the solution map in linear complementarity problems. SIAM J. Optim. 2(4), 619–634 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  57. Gowda, M.S., Pang, J.S.: On solution stability of the linear complementarity problem. Math. Oper. Res. 17(1), 77–83 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  58. Bai, X.L., Huang, Z.H., Li, X.: Stability of solutions and continuity of solution maps of tensor complementarity problems. Asia Pac. J. Oper. Res. 36(2), 1940002 (19 pages) (2019). https://doi.org/10.1142/S0217595919400025

  59. Hieu, VuT: On the \(R_0\)-tensors and the solution map of tensor complementarity problems. J. Optim. Theory Appl. 181, 163–183 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  60. Luo, Z., Qi, L., Xiu, N.: The sparsest solutions to \(Z\)-tensor complementarity problems. Optim. Lett. 11(3), 471–482 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  61. Guo, Q., Zheng, M.M., Huang, Z.H.: Properties of \(S\)-tensors. Linear Multilinear Algebra 67(4), 685–696 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  62. Wang, X.Y., Chen, H.B., Wang, Y.J.: Solution structures of tensor complementarity problem. Front. Math. China 13(4), 935–945 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  63. Ling, L., He, H., Ling, C.: On error bounds of polynomial complementarity problems with structured tensors. Optimization 67(2), 341–358 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  64. Mangasarian, O.L., Ren, J.: New error bounds for the nonlinear complementarity problem. Comm. Appl. Nonlinear Anal. 1, 49–56 (1994)

    MathSciNet  MATH  Google Scholar 

  65. Ling, L., Ling, C., He, H.: Properties of the solution set of generalized polynomial complementarity problems. arXiv: 1905.00670 (2019)

  66. Wang, J., Hu, S., Huang, Z.H.: Solution sets of quadratic complementarity problems. J. Optim. Theory Appl. 176, 120–136 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  67. Xu, Y., Gu, W.Z, Huang, H.: Solvability of two classes of tensor complementarity problems. Math. Probl. Eng. 2019, Article ID 6107517 (8 pages). https://doi.org/10.1155/2019/6107517 (2019)

  68. Hu, S., Wang, J., Huang, Z.H.: Error bounds for the solution sets of quadratic complementarity problems. J. Optim. Theory Appl. 179, 983–1000 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  69. Kolda, T.G., Bader, B.W.: Tensor decompositions and applications. SIAM Rev. 51, 457–464 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  70. Yang, L., Huang, Z.H., Shi, X.J.: A fixed point iterative method for low-rank tensor pursuit. IEEE Trans. Signal Process. 61(11), 2952–2962 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  71. Tawhid, Mohamed A., Rahmati, S.: Complementarity problems over a hypermatrix (tensor) set. Optim. Lett. 12, 1443–1454 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  72. Gowda, M.S., Sznajder, R.: General order linear complementarity problem. SIAM J. Matrix Anal. Appl. 15(3), 779–795 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  73. Che, M., Qi, L., Wei, Y.: The generalized order tensor complementarity problems. Numer. Math. Theor. Meth. Appl. 12(4), 1–19 (2019)

    Google Scholar 

  74. Che, M., Qi, L., Wei, Y.: Stochastic \(R_0\) tensors to stochastic tensor complementarity problems. Optim. Lett. 13, 261–279 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  75. Song, Y., Qi, L.: Eigenvalue analysis of constrained minimization problem for homogeneous polynomial. J. Global Optim. 64(3), 563–575 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  76. Ling, C., He, H., Qi, L.: On the cone eigenvalue complementarity problem for higher-order tensors. Comput. Optim. Appl. 63, 143–168 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  77. Ling, C., He, H., Qi, L.: Higher-degree eigenvalue complementarity problems for tensors. Comput. Optim. Appl. 64(1), 149–176 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  78. Hou, J., Ling, C., He, H.: A class of second-order cone eigenvalue complementarity problems for higher-order tensors. J. Oper. Res. Soc. China 5(1), 45–64 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  79. Fan, J., Nie, J., Zhou, A.: Tensor eigenvalue complementarity problems. Math. Program. 170, 507–539 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  80. Wang, X.Y., Chen, H.B., Wang, Y.J.: On the solution existence of Cauchy tensor variational inequality problems. Pac. J. Optim. 14(3), 479–487 (2018)

    MathSciNet  Google Scholar 

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Acknowledgements

We are very grateful to professors Chen Ling, Yisheng Song, Shenglong Hu and Ziyan Luo for reading the first draft of this paper and putting forward valuable suggestions for revision. The first author’s work is partially supported by the National Natural Science Foundation of China (Grant Nos. 11431002 and 11871051), and the second author’s work is partially supported by the Hong Kong Research Grant Council (Grant Nos. PolyU 15302114, 15300715, 15301716 and 15300717).

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Huang, ZH., Qi, L. Tensor Complementarity Problems—Part I: Basic Theory. J Optim Theory Appl 183, 1–23 (2019). https://doi.org/10.1007/s10957-019-01566-z

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