Abstract
We study ranks of the \(r\text {th}\) Hadamard powers of doubly nonnegative matrices and show that the matrix \(A^{\circ r}\) is positive definite for every \(n\times n\) doubly nonnegative matrix A and for every \(r>n-2\) if and only if no column of A is a scalar multiple of any other column of A. A particular emphasis is given to the study of rank, positivity and monotonicity of Hadamard powers of rank two, positive semidefinite matrices that have all entries positive.
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References
Bhatia, R.: Matrix analysis. Springer, Berlin (1997)
Bhatia, R., Jain, T.: Inertia of the matrix \([(p_i+p_j)^r]\). J. Spectr. Theory 5, 71–87 (2015)
Fischer, P., Stegeman, J.D.: Fractional Hadamard powers of positive semidefinite matrices. Linear Algebra Appl. 371, 53–74 (2003)
FitzGerald, C., Horn, R.: On fractional Hadamard powers of positive definite matrices. J. Math. Anal. Appl. 61, 633–642 (1977)
Guillot, D., Khare, A., Rajaratnam, B.: Complete characterization of Hadamard powers preserving Loewner positivity, monotonicity, and convexity. J. Math. Anal. Appl. 425, 489–507 (2015)
Guillot, D., Khare, A., Rajaratnam, B.: Preserving positivity for matrices with sparsity constraints. Trans. Am. Math. Soc. 368, 8929–8953 (2016)
Guillot, D., Khare, A., Rajaratnam, B.: Preserving positivity for rank constrained matrices. Trans. Am. Math. Soc. 369, 6105–6145 (2017)
Hiai, F.: Monotonicity for entrywise functions of matrices. Linear Algebra Appl. 431, 1125–1146 (2009)
Horn, R.: The theory of infinitely divisible matrices and kernels. Trans. Am. Math. Soc. 136, 269–286 (1969)
Horn, R., Johnson, C.R.: Matrix analysis, 2nd edn. Cambridge University Press, Cambridge (2013)
Horn, R., Yang, Z.: Rank of a Hadamard product. Linear Algebra Appl. 591, 87–98 (2020)
Jain, T.: Hadamard powers of some positive matrices. Linear Algebra Appl. 528, 147–158 (2017)
Kruskal, J.B.: Three-way arrays: rank and uniqueness of trilinear decompositions, with application to arithmetic complexity and statistics. Linear Algebra Appl. 18, 95–138 (1977)
Polya, G., Szego, G.: Problems and theorems in analysis. II. Theory of functions, zeros, polynomials, determinants, number theory, geometry (trans: German, Billigeimer, C.E. Reprint of the 1976 English translation). Classics in Mathematics. Springer, Berlin (1998)
Sidiropolous, N.D., Bro, R.: On the uniqueness of multilinear decomposition of \(N\)-way arrays. J. Chemom. 14, 229–239 (2000)
Yang, Z., Stoica, P., Tang, J.: Source resolvability of spatial smoothing-based subspace methods: AHadamard product perspective. IEEE Trans. Signal Process 67, 2543–2553 (2019)
Acknowledgements
The author thanks Professor Roger A. Horn and the two anonymous referees for their valuable suggestions that improved the readability of the paper. The author especially thanks one of the referees to suggest the use of Schur complements in the proof of Theorem 8, that led to much simplification of the proof. Financial support from SERB MATRICS grant number MTR/2018/000554 is also acknowledged.
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Communicated by Kenneth Berenhaut.
Dedicated To Professor Rajendra Bhatia.
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Jain, T. Hadamard powers of rank two, doubly nonnegative matrices. Adv. Oper. Theory 5, 839–849 (2020). https://doi.org/10.1007/s43036-020-00066-6
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DOI: https://doi.org/10.1007/s43036-020-00066-6