December 1990
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26 Reads
·
593 Citations
Journal of Algorithms
We prove that computing the rank of a three-dimensional tensor over any finite field is NP-complete. Over the rational numbers the problem is NP-hard.
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December 1990
·
26 Reads
·
593 Citations
Journal of Algorithms
We prove that computing the rank of a three-dimensional tensor over any finite field is NP-complete. Over the rational numbers the problem is NP-hard.
... Deviations from the true CP rank may increase fitting errors and cause factor degeneracy. However, the tensor CP rank is NP-hard to compute [13] and there is no finite algorithm for determining the rank of a tensor [12,15]. These observations naturally lead us to raise the following question: Can we establish a tensor CP decomposition model with CP rank estimation simultaneously? ...
December 1990
Journal of Algorithms