Concepedia

Sparse Fusion

Sparse Fusion is a multi-omics data integration method that belongs to the class of fusion techniques leveraging sparsity-inducing constraints to selectively prioritize informative features or samples, thereby distinguishing itself through the explicit modeling of data sparsity to enhance interpretability and reduce overfitting in high-dimensional biological datasets.

21

Publications

788

Citations

90

Authors

49

Institutions

Publications per year

2017–2026

10

Parents

Publications

21

Exploiting Joint Sparsity for Pansharpening: The J-SparseFI Algorithm

Xiao Xiang Zhu, Claas Grohnfeldt, Richard Bamler · IEEE Transactions on Geoscience and Remote Sensing · 2015 · 123 citations · Full text

, , +16

Fusion of MS and PAN Images Preserving Spectral Quality

Hamid Reza Shahdoosti, Hassan Ghassemian · IEEE Geoscience and Remote Sensing Letters · 2014 · 90 citations

, , +16

Temporally Constrained Group Sparse Learning for Longitudinal Data Analysis in Alzheimer's Disease

Biao Jie, Mingxia Liu, Jun Liu et al. · IEEE Transactions on Biomedical Engineering · 2016 · 65 citations · Full text

, , +10

Jointly sparse fusion of hyperspectral and multispectral imagery

Claas Grohnfeldt, Xiao Xiang Zhu, Richard Bamler · 2013 · 64 citations

, , +16

Gait-Watch

Weitao Xu, Yiran Shen, Yongtuo Zhang et al. · 2017 · 55 citations

, , +17

1–5 of 21

Authors

90

  1. RB
    Richard Bamler

    Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR), Germany

    3 publications · 198 citations

    3

    h-index

  2. XX
    Xiao Xiang Zhu

    Technical University of Munich, Germany

    3 publications · 198 citations

    3

    h-index

  3. CG
    Claas Grohnfeldt

    Technical University of Munich, Germany

    2 publications · 187 citations

    2

    h-index

  4. WH
    Wen Hu

    UNSW Sydney, Australia

    1 publications · 55 citations

    1

    h-index

  5. YZ
    Ying Zhu

    Siemens (United States), United States

    1 publications · 15 citations

    1

    h-index

1–5 of 90

Institutions

49

  1. Technical University of Munich

    Munich, Germany

    3 h-index

    7 publications

    407 citations

  2. Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR)

    Cologne, Germany

    3 h-index

    6 publications

    337 citations

  3. Remote Sensing Solutions (Germany)

    Munich, Germany

    2 h-index

    5 publications

    161 citations

  4. Northwestern Polytechnical University

    Xi'an, China

    1 h-index

    3 publications

    93 citations

  5. Colorado State University

    Fort Collins, United States

    1 h-index

    1 publications

    54 citations

  6. Chinese Academy of Sciences

    Beijing, China

    1 h-index

    4 publications

    160 citations

  7. Tarbiat Modares University

    Tehran, Iran

    1 h-index

    2 publications

    180 citations

  8. Sun Yat-sen University

    Guangzhou, China

    1 h-index

    4 publications

    84 citations

1–8 of 49

Venues

  1. 2

    h-index

  2. Biomedical Signal Processing and Control

    1 publications · 22 citations

    1

    h-index

  3. PLoS ONE

    1 publications · 10 citations

    1

    h-index

  4. 1

    h-index

  5. 1

    h-index

1–5