We prove that the general tensor of size 2^n and rank k has a unique decomposition as the sum of decomposable tensors if k ≤ 0.9997*2^n/(n+1) (the constant 1 being the optimal value). Similarly, the general tensor of size 3^n and rank k has a unique decomposition as the sum of decomposable tensors if k ≤ 0.998*3^n/(2n+1), (the constant 1 being the optimal value). Some results of this flavor are obtained for tensors of any size, but the explicit bounds obtained are weaker.
Refined methods for the identifiability of tensors / Cristiano Bocci;Luca Chiantini;Giorgio Ottaviani. - In: ANNALI DI MATEMATICA PURA ED APPLICATA. - ISSN 0373-3114. - STAMPA. - 193:(2014), pp. 1691-1702. [10.1007/s10231-013-0352-8]
Refined methods for the identifiability of tensors
OTTAVIANI, GIORGIO MARIA
2014
Abstract
We prove that the general tensor of size 2^n and rank k has a unique decomposition as the sum of decomposable tensors if k ≤ 0.9997*2^n/(n+1) (the constant 1 being the optimal value). Similarly, the general tensor of size 3^n and rank k has a unique decomposition as the sum of decomposable tensors if k ≤ 0.998*3^n/(2n+1), (the constant 1 being the optimal value). Some results of this flavor are obtained for tensors of any size, but the explicit bounds obtained are weaker.File | Dimensione | Formato | |
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