Factorization-Based graph repartitionings

  • Authors:
  • Kateřina Jurková;Miroslav Tůma

  • Affiliations:
  • Technical University of Liberec, Czech Republic;Institute of Computer Science, Czech Academy of Sciences, Praha 8, Czech Republic

  • Venue:
  • LSSC'09 Proceedings of the 7th international conference on Large-Scale Scientific Computing
  • Year:
  • 2009

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Abstract

The paper deals with the parallel computation of matrix factorization using graph partitioning-based domain decomposition It is well-known that the partitioned graph may have both a small separator and well-balanced domains but sparse matrix decompositions on domains can be completely unbalanced. In this paper we propose to enhance the iterative strategy for balancing the decompositions from [13] by graph-theoretical tools We propose the whole framework for the graph repartitioning In particular, new global and local reordering strategies for domains are discussed in more detail We present both theoretical results for structured grids and experimental results for unstructured large-scale problems.