Concepedia

Multi-view Data Alignment

Multi-View Data Alignment is a computational methodology in multi-omics data preprocessing that integrates heterogeneous data views by identifying and establishing correspondence across shared biological entities while preserving view-specific structures.

13

Publications

1.2K

Citations

76

Authors

41

Institutions

Publications per year

2017–2026

11

Parents

Publications

13

Multi-view Clustering via Late Fusion Alignment Maximization

Siwei Wang, Xinwang Liu, En Zhu et al. · 2019 · 225 citations · Full text

, , +14

SpatialData: an open and universal data framework for spatial omics

Luca Marconato, Giovanni Palla, Kevin A. Yamauchi et al. · Nature Methods · 2024 · 186 citations · Full text

, , +16

Semi-Supervised Multi-View Deep Discriminant Representation Learning

Xiaodong Jia, Xiao‐Yuan Jing, Xiaoke Zhu et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2020 · 168 citations

, , +15

Low-Rank Common Subspace for Multi-view Learning

Zhengming Ding, Yun Fu · 2014 · 141 citations

, , +14

Pattern fusion analysis by adaptive alignment of multiple heterogeneous omics data

Qianqian Shi, Chuanchao Zhang, Minrui Peng et al. · Bioinformatics · 2017 · 99 citations · Full text

, , +16

1–5 of 13

Authors

76

  1. OS
    Oliver Stegle

    European Bioinformatics Institute, United Kingdom

    2 publications · 218 citations

    2

    h-index

  2. MT
    Marcella Toth

    Helmholtz Zentrum München, Germany

    2 publications · 218 citations

    2

    h-index

  3. EH
    Elyas Heidari

    SIB Swiss Institute of Bioinformatics, Switzerland

    2 publications · 218 citations

    2

    h-index

  4. LM
    Luca Marconato

    Wellcome Sanger Institute, United Kingdom

    2 publications · 218 citations

    2

    h-index

  5. KA
    Kevin A. Yamauchi

    Chan Zuckerberg Initiative (United States), United States

    2 publications · 218 citations

    2

    h-index

1–5 of 76

Institutions

41

  1. Harbin Institute of Technology

    Harbin, China

    3 h-index

    3 publications

    259 citations

  2. SIB Swiss Institute of Bioinformatics

    Lausanne, Switzerland

    2 h-index

    2 publications

    218 citations

  3. Wuhan University

    Wuhan, China

    2 h-index

    5 publications

    702 citations

  4. Heidelberg University

    Heidelberg, Germany

    2 h-index

    13 publications

    1.5K citations

  5. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    2 h-index

    3 publications

    352 citations

  6. Open Geospatial Consortium

    Arlington, United States

    2 h-index

    2 publications

    218 citations

  7. German BioImaging – Gesellschaft für Mikroskopie und Bildanalyse

    Konstanz, Germany

    2 h-index

    2 publications

    218 citations

  8. National University of Defense Technology

    Changsha, China

    2 h-index

    11 publications

    1.5K citations

1–8 of 41

Venues

  1. 3

    h-index

  2. 2021 IEEE International Conference on Big Data (Big Data)

    Conference · 1 publications · 49 citations

    1

    h-index

  3. Computer Vision and Image Understanding

    CVIU · 1 publications · 13 citations

    1

    h-index

  4. 1

    h-index

  5. Nature Methods

    1 publications · 186 citations

    1

    h-index

1–5