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math.OCJul 1, 2014
36
citations (OpenAlex)
authors
  • André Uschmajew
institutions
  • École Polytechnique Fédérale de Lausanne
  • Hausdorff Center for Mathematics
  • University of Bonn
arXiv abstractPDF
paper

A new convergence proof for the higher-order power method and generalizations

arXiv:1407.4586

Abstract

A proof for the point-wise convergence of the factors in the higher-order power method for tensors towards a critical point is given. It is obtained by applying established results from the theory of Łojasiewicz inequalities to the equivalent, unconstrained alternating least squares algorithm for best rank-one tensor approximation.

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  • Robust Eigenvectors of Symmetric Tensors
  • Finding a low-rank basis in a matrix subspace
  • Globally convergent Jacobi-type algorithms for simultaneous orthogonal symmetric tensor diagonalization
  • On Convergence to Essential Singularities
  • Tensor Canonical Correlation Analysis with Convergence and Statistical Guarantees
  • Jacobi-type algorithms for homogeneous polynomial optimization on Stiefel manifolds with applications to tensor approximations
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