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Reducing the Total Bandwidth of a Sparse Unsymmetric Matrix

Published: 01 August 2006 Publication History

Abstract

For a sparse symmetric matrix, there has been much attention given to algorithms for reducing the bandwidth. As far as we can see, little has been done for the unsymmetric matrix $A$, which has distinct lower and upper bandwidths $l$ and $u$. When Gaussian elimination with row interchanges is applied, the lower bandwidth is unaltered, while the upper bandwidth becomes $l+u$. With column interchanges, the upper bandwidth is unaltered, while the lower bandwidth becomes $l+u$. We therefore seek to reduce $\min (l,u)+l+u$, which we call the total bandwidth. We compare applying the reverse Cuthill-McKee algorithm to $A+A^T$, to the row graph of $A$, and to the bipartite graph of $A$. We also propose an unsymmetric variant of the reverse Cuthill-McKee algorithm. In addition, we have adapted the node-centroid and hill-climbing ideas of Lim, Rodrigues, and Xiao to the unsymmetric case. We have found that using these to refine a Cuthill-McKee-based ordering can give significant further bandwidth reductions. Numerical results for a range of practical problems are presented and comparisons made with the recent lexicographical method of Baumann, Fleischmann, and Mutzbauer.

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  • (2023)Generalised Latent Assimilation in Heterogeneous Reduced Spaces with Machine Learning Surrogate ModelsJournal of Scientific Computing10.1007/s10915-022-02059-494:1Online publication date: 1-Jan-2023
  • (2016)SparsoProceedings of the 2016 International Conference on Parallel Architectures and Compilation10.1145/2967938.2967943(247-259)Online publication date: 11-Sep-2016
  • (2016)Bandwidth and Wavefront Reduction for Static Variable Ordering in Symbolic Reachability AnalysisProceedings of the 8th International Symposium on NASA Formal Methods - Volume 969010.1007/978-3-319-40648-0_20(255-271)Online publication date: 7-Jun-2016
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Published In

cover image SIAM Journal on Matrix Analysis and Applications
SIAM Journal on Matrix Analysis and Applications  Volume 28, Issue 3
August 2006
303 pages

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Society for Industrial and Applied Mathematics

United States

Publication History

Published: 01 August 2006

Author Tags

  1. Cuthill-McKee algorithm
  2. Gaussian elimination
  3. matrix bandwidth
  4. sparse unsymmetric matrices

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Cited By

View all
  • (2023)Generalised Latent Assimilation in Heterogeneous Reduced Spaces with Machine Learning Surrogate ModelsJournal of Scientific Computing10.1007/s10915-022-02059-494:1Online publication date: 1-Jan-2023
  • (2016)SparsoProceedings of the 2016 International Conference on Parallel Architectures and Compilation10.1145/2967938.2967943(247-259)Online publication date: 11-Sep-2016
  • (2016)Bandwidth and Wavefront Reduction for Static Variable Ordering in Symbolic Reachability AnalysisProceedings of the 8th International Symposium on NASA Formal Methods - Volume 969010.1007/978-3-319-40648-0_20(255-271)Online publication date: 7-Jun-2016
  • (2010)Small domain randomizationProceedings of the VLDB Endowment10.14778/1920841.19209193:1-2(608-618)Online publication date: 1-Sep-2010
  • (2007)Heuristics for a matrix symmetrization problemProceedings of the 7th international conference on Parallel processing and applied mathematics10.5555/1786194.1786277(718-727)Online publication date: 9-Sep-2007

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