Concepedia

Parallel Matrix Factorization

Parallel Matrix Factorization is a computational method in numerical linear algebra that decomposes a matrix into constituent factors by simultaneously leveraging multiple processing units to accelerate the factorization process, thereby distinguishing it from sequential matrix factorization techniques through its inherent concurrency and distributed workload management.

324

Publications

16.7K

Citations

708

Authors

311

Institutions

Publications per year

2017–2026

52

Parents

Publications

324

Partitioning Sparse Matrices with Eigenvectors of Graphs

Alex Pothen, Horst D. Simon, K. N. Liou · SIAM Journal on Matrix Analysis and Applications · 1990 · 1.7K citations

, , +16

Determining the Number of Factors to Retain in EFA: An easy-to-use computer program for carrying out Parallel Analysis

Rubén Daniel Ledesma, Pedro Valero‐Mora · Scholarworks (University of Massachusetts Amherst) · 2020 · 666 citations · Full text

, , +7

SOLOv2: Dynamic and Fast Instance Segmentation

Xinlong Wang, Rufeng Zhang, Tao Kong et al. · arXiv (Cornell University) · 2020 · 478 citations · Full text

, , +14

A Scalable Collaborative Filtering Framework Based on Co-Clustering

Thomas George, Srujana Merugu · 2006 · 409 citations

, , +14

Efficient Tensor Completion for Color Image and Video Recovery: Low-Rank Tensor Train

IEEE Transactions on Image Processing · 2017 · 407 citations · Full text

, , +14

1–5 of 324

Authors

708

  1. JD
    Jack Dongarra

    University of Tennessee at Knoxville, United States

    21 publications · 675 citations

    15

    h-index

  2. RA
    Robert A. Geijn

    The University of Texas at Austin, United States

    7 publications · 274 citations

    7

    h-index

  3. JL
    Julien Langou

    University of Tennessee at Knoxville, United States

    6 publications · 142 citations

    6

    h-index

  4. JD
    James Demmel

    University of California, Berkeley, United States

    6 publications · 350 citations

    6

    h-index

  5. AP
    Alex Pothen

    Purdue University West Lafayette, United States

    6 publications · 1.9K citations

    6

    h-index

1–5 of 708

Institutions

311

  1. University of Tennessee at Knoxville

    Knoxville, United States

    16 h-index

    52 publications

    2.2K citations

  2. Oak Ridge National Laboratory

    Oak Ridge, United States

    14 h-index

    18 publications

    919 citations

  3. Stanford University

    Stanford, United States

    11 h-index

    21 publications

    996 citations

  4. The University of Texas at Austin

    Austin, United States

    9 h-index

    24 publications

    3K citations

  5. University of Manchester

    Manchester, United Kingdom

    8 h-index

    8 publications

    183 citations

  6. École Normale Supérieure de Lyon

    Lyon, France

    8 h-index

    12 publications

    252 citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    7 h-index

    8 publications

    725 citations

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

    Le Chesnay-Rocquencourt, France

    7 h-index

    11 publications

    372 citations

1–8 of 311

Venues

  1. Parallel Computing

    17 publications · 542 citations

    14

    h-index

  2. arXiv (Cornell University)

    Repository · 10 publications · 825 citations

    10

    h-index

  3. 10

    h-index

  4. SIAM Journal on Scientific Computing

    9 publications · 391 citations

    9

    h-index

  5. ACM Transactions on Mathematical Software

    TOMS · 7 publications · 267 citations

    7

    h-index

1–5