Concepedia

Tensor-based Association Analysis

Tensor-Based Association Analysis is a computational framework that models multi-omics data as high-dimensional tensors to capture complex, higher-order interactions among biological entities across multiple molecular layers, distinguishing itself from traditional pairwise association methods by preserving multiway data structure and enabling joint analysis of heterogeneous omics measurements.

14

Publications

804

Citations

64

Authors

29

Institutions

Publications per year

2017–2026

12

Parents

Publications

14

Beyond streams and graphs

Jimeng Sun, Dacheng Tao, Christos Faloutsos · 2006 · 471 citations

, , +16

Tensor decomposition with relational constraints for predicting multiple types of microRNA-disease associations

Briefings in Bioinformatics · 2020 · 70 citations · Full text

, , +11

Conserved Disease Modules Extracted From Multilayer Heterogeneous Disease and Gene Networks for Understanding Disease Mechanisms and Predicting Disease Treatments

Liang Yu, Shunyu Yao, Lin Gao et al. · Frontiers in Genetics · 2019 · 58 citations · Full text

, , +15

Beyond streams and graphs: Dynamic tensor analysis

2006 · 37 citations

, , +17

Gene-set integrative analysis of multi-omics data using tensor-based association test

Sheng‐Mao Chang, Meng Yang, Wenbin Lu et al. · Bioinformatics · 2021 · 36 citations · Full text

, , +13

1–5 of 14

Authors

64

  1. LS
    Leonel Sousa

    Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento, Portugal

    2 publications · 32 citations

    2

    h-index

  2. SS
    Sergio Santander‐Jiménez

    Universidad de Extremadura, Spain

    2 publications · 32 citations

    2

    h-index

  3. AI
    Aleksandar Ilić

    University of Nis, Serbia

    2 publications · 32 citations

    2

    h-index

  4. JL
    Jiawei Luo

    Hunan University, China

    2 publications · 33 citations

    2

    h-index

  5. PL
    Pei Liu

    Hunan University, China

    2 publications · 33 citations

    2

    h-index

1–5 of 64

Institutions

29

  1. University of Lisbon

    Lisbon, Portugal

    2 h-index

    7 publications

    113 citations

  2. Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento

    Lisbon, Portugal

    2 h-index

    7 publications

    113 citations

  3. Hunan University

    Changsha, China

    2 h-index

    8 publications

    129 citations

  4. The University of Texas MD Anderson Cancer Center

    Houston, United States

    1 h-index

    1 publications

    20 citations

  5. The Ohio State University

    Columbus, United States

    1 h-index

    1 publications

    70 citations

  6. University of Würzburg

    Würzburg, Germany

    1 h-index

    4 publications

    100 citations

  7. Universidad de Extremadura

    Badajoz, Spain

    1 h-index

    1 publications

    15 citations

  8. Wuhan University

    Wuhan, China

    1 h-index

    1 publications

    70 citations

1–8 of 29

Venues

  1. Bioinformatics

    2 publications · 61 citations

    2

    h-index

  2. Frontiers in Genetics

    1 publications · 58 citations

    1

    h-index

  3. Lecture notes in computer science

    LNCS · Book series · 1 publications · 13 citations

    1

    h-index

  4. 1

    h-index

  5. IEEE Transactions on Parallel and Distributed Systems

    TPDS · 1 publications · 15 citations

    1

    h-index

1–5