• DocumentCode
    167496
  • Title

    Interactively Exploring the Connection between Nested Dissection Orderings for Parallel Cholesky Factorization and Vertex Separators

  • Author

    Bucker, H. Martin ; Rostami, M. Ali

  • Author_Institution
    Inst. for Comput. Sci., Friedrich Schiller Univ., Jena, Germany
  • fYear
    2014
  • fDate
    19-23 May 2014
  • Firstpage
    1122
  • Lastpage
    1129
  • Abstract
    Parallel computing is increasingly becoming a core component of undergraduate computing curricula. It is not only part of degree programs in computer science or computer engineering but also in other computational disciplines like computational science and engineering. The underlying concepts of parallel computing affect and interact with many areas of computer science including hardware, software, algorithms, and networking, to name a few. Parallel algorithms for problems arising from scientific computing often involve some combinatorial aspects too. In particular, there is an intimate connection between graph theory and sparse linear algebra. A seemingly serial formulation of a sparse Cholesky factorization can be transformed into a block matrix formulation exhibiting parallelism. This transformation is known as nested dissection ordering and can be expressed in terms of a vertex separator in a suitably defined graph. This paper presents the design and implementation of a novel interactive educational model illustrating this connection for classroom use. The educational module also includes some characteristics of serial games offering a different type of interactive learning in parallel computing education.
  • Keywords
    computer science education; graph theory; matrix algebra; parallel algorithms; block matrix formulation; classroom use; computer engineering; computer science; graph theory; interactive educational model; interactive learning; intimate connection; nested dissection orderings; parallel Cholesky factorization; parallel algorithms; parallel computing education; scientific computing; serial formulation; serial games; sparse Cholesky factorization; sparse linear algebra; undergraduate computing curricula; vertex separators; Games; Layout; Parallel processing; Particle separators; Software; Sparse matrices; Symmetric matrices; EXPLAIN; Graph Visualization; Interactive Educational Module; Nested Dissection Ordering; Parallel Block Cholesky Factorization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel & Distributed Processing Symposium Workshops (IPDPSW), 2014 IEEE International
  • Conference_Location
    Phoenix, AZ
  • Print_ISBN
    978-1-4799-4117-9
  • Type

    conf

  • DOI
    10.1109/IPDPSW.2014.125
  • Filename
    6969507