Nonlinearly preconditioned L-BFGS as an acceleration mechanism for alternating least squares with application to tensor decomposition
Author:
Affiliation:
1. School of Mathematical Sciences; Monash University; Melbourne VIC 3800 Australia
2. Department of Applied Mathematics; University of Waterloo; Waterloo ON N2L 3G1 Canada
Publisher
Wiley
Subject
Applied Mathematics,Algebra and Number Theory
Link
http://onlinelibrary.wiley.com/wol1/doi/10.1002/nla.2202/fullpdf
Reference63 articles.
1. Tensor decompositions and applications;Kolda;SIAM Rev,2009
2. Coordinate descent algorithms;Wright;Math Program,2015
3. A scalable optimization approach for fitting canonical tensor decompositions;Acar;J Chemom,2011
4. On the best rank-1 and rank-(R1,R2,…,Rn) approximation of higher-order tensors;De Lathauwer;SIAM J Matrix Anal Appl,2000
5. A nonlinear GMRES optimization algorithm for canonical tensor decomposition;De Sterck;SIAM J Sci Comput,2012
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