Concepedia

Computational Linear Algebra

Computational Linear Algebra is a branch of computational mathematics that focuses on the development and analysis of numerical algorithms for solving linear algebra problems, distinguished by its emphasis on efficiency, stability, and scalability in the context of large-scale scientific computing and data-intensive applications.

1.4K

Publications

121.6K

Citations

2.6K

Authors

822

Institutions

Publications per year

2017–2026

199

Parents

Publications

1.4K

The NumPy Array: A Structure for Efficient Numerical Computation

Stéfan van der Walt, Steven C. Colbert, Gaël Varoquaux · Computing in Science & Engineering · 2011 · 11.1K citations · Full text

, , +14

The Geometry of Algorithms with Orthogonality Constraints

Alan Edelman, T. A. Arias, Steven T. Smith · SIAM Journal on Matrix Analysis and Applications · 1998 · 2.7K citations

, , +16

Tensor-Train Decomposition

Ivan Oseledets · SIAM Journal on Scientific Computing · 2011 · 2.6K citations

, , +17

Polynomial algorithms in linear programming

Leonid Khachiyan · USSR Computational Mathematics and Mathematical Physics · 1980 · 2K citations

, , +10

Linear algebra and its applications

Mathematics and Computers in Simulation · 1989 · 2K citations

, , +12

1–5 of 1.4K

Authors

2.6K

  1. JD
    Jack Dongarra

    University of Tennessee at Knoxville, United States

    92 publications · 10.9K citations

    45

    h-index

  2. JD
    James Demmel

    University of California, Berkeley, United States

    27 publications · 2.3K citations

    22

    h-index

  3. RA
    Robert A. Geijn

    The University of Texas at Austin, United States

    26 publications · 1.5K citations

    18

    h-index

  4. NJ
    Nicholas J. Higham

    University of Manchester, United Kingdom

    18 publications · 1.3K citations

    17

    h-index

  5. ES
    Enrique S. Quintana–Ort́ı

    Universitat Jaume I, Spain

    19 publications · 1K citations

    16

    h-index

1–5 of 2.6K

Institutions

822

  1. University of Tennessee at Knoxville

    Knoxville, United States

    34 h-index

    185 publications

    22K citations

  2. University of California, Berkeley

    Berkeley, United States

    33 h-index

    103 publications

    7.8K citations

  3. Oak Ridge National Laboratory

    Oak Ridge, United States

    25 h-index

    53 publications

    4.3K citations

  4. The University of Texas at Austin

    Austin, United States

    24 h-index

    79 publications

    6.8K citations

  5. Argonne National Laboratory

    Lemont, United States

    22 h-index

    28 publications

    2.9K citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    18 h-index

    64 publications

    2.6K citations

  7. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    17 h-index

    43 publications

    12.9K citations

  8. Lawrence Berkeley National Laboratory

    Berkeley, United States

    16 h-index

    42 publications

    1.7K citations

1–8 of 822

Venues

  1. ACM Transactions on Mathematical Software

    TOMS · 78 publications · 11.1K citations

    40

    h-index

  2. SIAM Journal on Matrix Analysis and Applications

    39 publications · 5.5K citations

    28

    h-index

  3. Mathematics of Computation

    MCOM · 28 publications · 9.1K citations

    26

    h-index

  4. Choice Reviews Online

    CRO · 30 publications · 3.4K citations

    24

    h-index

  5. SIAM Journal on Scientific Computing

    27 publications · 4.4K citations

    23

    h-index

1–5