Tensor rank, invariants, inequalities, and applications (Q2866222)
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scientific article; zbMATH DE number 6238074
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Tensor rank, invariants, inequalities, and applications |
scientific article; zbMATH DE number 6238074 |
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13 December 2013
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tensor rank
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hyperdeterminant
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border rank
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latent class model
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phylogenetics
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0.9343575
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0.90437424
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0.90408087
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0.9027912
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Tensor rank, invariants, inequalities, and applications (English)
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The polynomial \(\Delta\), widely known as tangl (Cayley's hyperdeterminant) is of particular interest in understanding the case \(2\times2\times2\) of complex tensors of rank 2. The role of \(\Delta\) can be partially understood as a consequence of it being an invariant of the group \(\mathrm{GL}(2, C) \times \mathrm{GL}(2, C) \times \mathrm{GL}(2, C)\), which acts on \(2\times2\times2\) complex tensors in the three indices and preserves their tensor rank. In this work, the authors focus on \(n \times n \times n\) tensors of tensor rank \(n\), over \(\mathbb C\) and over \(\mathbb R\), with the goal of generalizing our detailed understanding of the \(2\times2\times2\) tensors to this particular case. Moreover, they claim that the cases of \(n_1 \times n_2 \times n_3\) tensors of rank \(n\) with \(n \leq n_i\), should follow by applying maps of \(\mathbb C^{n_i} \to\mathbb C^n\).NEWLINENEWLINEThe main aim of this paper is to generalize \(\Delta\) for arbitrary \(n\). They do it by constructing a polynomial functions whose nonvanishing singles out a dense orbit of the tensors of rank n from their closure. Then the authors study these function in the framework of representation theory for the group \(\mathrm{GL}(nC) \times \mathrm{GL}(nC) \times \mathrm{GL}(nC)\). The research is motivated in part by questions regarding stochastic models with hidden variables.
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