Zhang, Weijian and Higham, Nicholas J. (2015) Matrix Depot: An Extensible Test Matrix Collection for Julia. [MIMS Preprint]
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Abstract
Matrix Depot is a Julia software package that provides easy access to a large and diverse collection of test matrices. Its novelty is threefold. First, it is extensible by the user, and so can be adapted to include the user's own test problems. In doing so it facilitates experimentation and makes it easier to carry out reproducible research. Second, it amalgamates in a single framework three different types of matrix collections, comprising parametrized test matrices, regularization test problems, and real-life sparse matrix data. Third, it fully exploits the Julia language. It uses multiple dispatch to help provide a simple interface and, in particular, to allow matrices to be generated in any of the numeric data types supported by the language.
Item Type: | MIMS Preprint |
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Uncontrolled Keywords: | Julia; software package; test matrices; test problems; matrix algorithm. |
Subjects: | MSC 2010, the AMS's Mathematics Subject Classification > 15 Linear and multilinear algebra; matrix theory MSC 2010, the AMS's Mathematics Subject Classification > 65 Numerical analysis |
Depositing User: | Nick Higham |
Date Deposited: | 21 Dec 2015 |
Last Modified: | 08 Nov 2017 18:18 |
URI: | https://eprints.maths.manchester.ac.uk/id/eprint/2426 |
Available Versions of this Item
- Matrix Depot: An Extensible Test Matrix Collection for Julia. (deposited 21 Dec 2015) [Currently Displayed]
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