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Title: A preliminary report on the development of MATLAB tensor classes for fast algorithm prototyping.

A preliminary report on the development of MATLAB tensor classes for fast algorithm prototyping. We describe three MATLAB classes for manipulating tensors in order to allow fast algorithm prototyping. A tensor is a multidimensional or N-way array. We present a tensor class for manipulating tensors which allows for tensor multiplication and 'matricization.' We have further added two classes for representing tensors in decomposed format: cp{_}tensor and tucker{_}tensor. We demonstrate the use of these classes by implementing several algorithms that have appeared in the literature.
Authors: ;
Publication Date:
OSTI Identifier:974887
Report Number(s):SAND2004-3487
TRN: US201008%%424
DOE Contract Number:AC04-94AL85000
Resource Type:Technical Report
Data Type:
Research Org:Sandia National Laboratories
Sponsoring Org:USDOE
Country of Publication:United States
Language:English
Subject: 97 MATHEMATICAL METHODS AND COMPUTING; 99 GENERAL AND MISCELLANEOUS//MATHEMATICS, COMPUTING, AND INFORMATION SCIENCE; ALGORITHMS; COMPUTER CODES; TENSORS Calculus of tensors.; Image processing.; Image analysis.