Concepedia

Coupled Matrix Decomposition

Coupled Matrix Decomposition is a mathematical framework that jointly factorizes multiple related data matrices by enforcing shared low-dimensional structures across them, enabling integrated analysis of multi-omic datasets within single-cell genomics.

23

Publications

1.2K

Citations

66

Authors

39

Institutions

Publications per year

2017–2026

9

Parents

Publications

23

All-at-once Optimization for Coupled Matrix and Tensor Factorizations

Evrim Acar, Tamara G. Kolda, Daniel Dunlavy · arXiv (Cornell University) · 2011 · 246 citations · Full text

, , +12

An iterative method for solving the generalized coupled Sylvester matrix equations over generalized bisymmetric matrices

Mehdi Dehghan, Masoud Hajarian · Applied Mathematical Modelling · 2009 · 146 citations

, , +14

Structure-revealing data fusion

Evrim Acar, Evangelos E. Papalexakis, Gözde Gürdeniz et al. · BMC Bioinformatics · 2014 · 127 citations · Full text

, , +12

Coupled Canonical Polyadic Decompositions and (Coupled) Decompositions in Multilinear Rank-$(L_r,n,L_r,n,1)$ Terms---Part I: Uniqueness

Mikael Sørensen, Lieven De Lathauwer · SIAM Journal on Matrix Analysis and Applications · 2015 · 124 citations · Full text

, , +12

Coupled Canonical Polyadic Decompositions and (Coupled) Decompositions in Multilinear Rank- $(L_{r,n},L_{r,n},1)$ Terms---Part II: Algorithms

Mikael Sørensen, Ignat Domanov, Lieven De Lathauwer · SIAM Journal on Matrix Analysis and Applications · 2015 · 68 citations · Full text

, , +13

1–5 of 23

Authors

66

  1. LD
    Lieven De Lathauwer

    KU Leuven, Belgium

    3 publications · 215 citations

    3

    h-index

  2. EA
    Evrim Acar

    University of Copenhagen, Denmark

    3 publications · 432 citations

    3

    h-index

  3. MS
    Mikael Sørensen

    KU Leuven, Belgium

    2 publications · 192 citations

    2

    h-index

  4. MH
    Martin Haardt

    Technische Universität Ilmenau, Germany

    2 publications · 32 citations

    2

    h-index

  5. FY
    Feng Yin

    Chengdu University of Technology, China

    2 publications · 58 citations

    2

    h-index

1–5 of 66

Institutions

39

  1. KU Leuven

    Leuven, Belgium

    4 h-index

    9 publications

    526 citations

  2. Chengdu University of Technology

    Chengdu, China

    2 h-index

    5 publications

    148 citations

  3. Technische Universität Ilmenau

    Ilmenau, Germany

    2 h-index

    7 publications

    130 citations

  4. University of Copenhagen

    Copenhagen, Denmark

    2 h-index

    7 publications

    1K citations

  5. Sichuan University of Science and Engineering

    Zigong, China

    2 h-index

    3 publications

    86 citations

  6. Zhejiang University

    Hangzhou, China

    1 h-index

    4 publications

    172 citations

  7. Helmholtz Zentrum München

    Munich, Germany

    1 h-index

    1 publications

    59 citations

  8. Boğaziçi University

    Istanbul, Türkiye

    1 h-index

    3 publications

    39 citations

1–8 of 39

Venues

  1. Applied Mathematical Modelling

    3 publications · 204 citations

    3

    h-index

  2. 2

    h-index

  3. 1

    h-index

  4. Frontiers in Neuroscience

    1 publications · 22 citations

    1

    h-index

  5. Journal of the Franklin Institute

    1 publications · 52 citations

    1

    h-index

1–5