4.3 Article Proceedings Paper

DECOMPOSITIONS OF A HIGHER-ORDER TENSOR IN BLOCK TERMS-PART I: LEMMAS FOR PARTITIONED MATRICES

Journal

SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS
Volume 30, Issue 3, Pages 1022-1032

Publisher

SIAM PUBLICATIONS
DOI: 10.1137/060661685

Keywords

multilinear algebra; higher-order tensor; Tucker decomposition; canonical decomposition; parallel factors model

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In this paper we study a generalization of Kruskal's permutation lemma to partitioned matrices. We define the k'-rank of partitioned matrices as a generalization of the k-rank of matrices. We derive a lower-bound on the k'-rank of Khatri-Rao products of partitioned matrices. We prove that Khatri-Rao products of partitioned matrices are generically full column rank.

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