TY - JOUR T1 - A Matrix Partitioning Interface to PaToH in MATLAB A1 - Ucar, B. A1 - Catalyurek, U.V. A1 - Aykanat, C. JA - Parallel Computing Y1 - 2010 VL - 36 IS - 5-6 SP - 254 EP - 272 M2 - doi: 10.1016/j.parco.2009.12.008 KW - Hypergraph partitioning KW - Matrix partitioning KW - Sparse matrix–vector multiplication N2 - 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, 2D coarsening-based 2D 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. ER -