Tensor decompositions, alternating least squares and other tales
Journal of Chemometrics2009Vol. 23(7-8), pp. 393–405
Citations Over TimeTop 10% of 2009 papers
Abstract
Abstract This work was originally motivated by a classification of tensors proposed by Richard Harshman. In particular, we focus on simple and multiple ‘bottlenecks’, and on ‘swamps’. Existing theoretical results are surveyed, some numerical algorithms are described in details, and their numerical complexity is calculated. In particular, the interest in using the enhanced line search (ELS) enhancement in these algorithms is discussed. Computer simulations feed this discussion. Copyright © 2009 John Wiley & Sons, Ltd.
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