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Tensor decomposition and homotopy continuation

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posted on 2016-08-31, 00:00 authored by Jonathan HauensteinJonathan Hauenstein
A computationally challenging classical elimination theory problem is to compute polynomials which vanish on the set of tensors of a given rank. By moving away from computing polynomials via elimination theory to computing pseudowitness sets via numerical elimination theory, we develop computational methods for computing ranks and border ranks of tensors along with decompositions. More generally, we present our approach using joins of any collection of irreducible and nondegenerate projective varieties X_1,..,X_k contained in P^N defined over C. After computing ranks over C, we also explore computing real ranks. A variety of examples are included to demonstrate the numerical algebraic geometric approaches.

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Date Modified

2016-08-31

Publisher

Jonathan Hauenstein

Contributor

Alessandra Bernardi|Noah Daleo|Bernard Mourrain

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    Applied and Computational Mathematics and Statistics

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