Published January 1, 2010
| Version v1
Journal article
Open
A Matrix Partitioning Interface to PaToH in MATLAB
- 1. Univ Lyon, Lab Informat Parallelisme, CNRS, ENS Lyon,UMR,INRIA,UCBL, F-69364 Lyon 7, France
- 2. Bilkent Univ, Dept Comp Engn, TR-06800 Ankara, Turkey
Description
We present the PaToH MATLAB Matrix Partitioning Interface. The interface provides support for hypergraph-based sparse matrix partitioning methods which are used for efficient parallelization of sparse matrix-vector multiplication operations. The interface also offers tools for visualizing and measuring the quality of a given matrix partition. We propose a novel, multilevel, 20 coarsening-based 20 matrix partitioning method and implement it using the interface. We have performed extensive comparison of the proposed method against our implementation of orthogonal recursive bisection and fine-grain methods on a large set of publicly available test matrices. The conclusion of the experiments is that the new method can compete with the fine-grain method while also suggesting new research directions. (C) 2010 Elsevier BM. All rights reserved.
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