Multi-modal Clustering

Multi-Modal Clustering is a clustering framework that integrates and analyzes multiple distinct but complementary data modalities to jointly identify underlying cellular subpopulations, distinguishing itself from unimodal approaches by leveraging cross-modal consistencies and dependencies for improved biological interpretability and resolution.

Publications

3.7K

Citations

247

Authors

131

Institutions

Publications per year

2017–2026

Parents

Cell Clustering

Publications

Random forest-based similarity measures for multi-modal classification of Alzheimer's disease

Katherine R. Gray, Paul Aljabar, Rolf A. Heckemann et al. · NeuroImage · 2012 · 467 citations

Computing, Biomedical Informatics, Data Science +12

A Survey on Multiview Clustering

Guoqing Chao, Shiliang Sun, Jinbo Bi · IEEE Transactions on Artificial Intelligence · 2021 · 398 citations · Full text

Computing, Computer Science, Computer Vision +15

Heterogeneous image feature integration via multi-modal spectral clustering

Xiao Cai, Feiping Nie, Heng Huang et al. · 2011 · 261 citations

Computing, Computer Science, Computer Vision +15

Integrative Data Analysis of Multi-Platform Cancer Data with a Multimodal Deep Learning Approach

Muxuan Liang, Zhizhong Li, Ting Chen et al. · IEEE/ACM Transactions on Computational Biology and Bioinformatics · 2014 · 247 citations

Computing, Bioinformatics, Oncology +17

End-to-End Adversarial-Attention Network for Multi-Modal Clustering

Runwu Zhou, Yi-Dong Shen · 2020 · 157 citations

Computing, Computer Science, Computer Vision +14

1–5 of 69

Authors

247

DE
Davide Eynard
Università della Svizzera italiana, Switzerland
2 publications · 90 citations
2
h-index
WX
Wei Xia
Xidian University, China
2 publications · 78 citations
2
h-index
QG
Quanxue Gao
Xidian University, China
2 publications · 78 citations
2
h-index
MM
Michael M. Bronstein
Università della Svizzera italiana, Switzerland
2 publications · 90 citations
2
h-index
YY
Yangdong Ye
Zhengzhou University, China
2 publications · 70 citations
2
h-index

1–5 of 247

Institutions

131

1–8 of 131

Venues

IEEE Transactions on Image Processing
2 publications · 104 citations
3
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 3 publications · 142 citations
3
h-index
Advances in Data Analysis and Classification
3 publications · 65 citations
3
h-index
Scientific Reports
2 publications · 40 citations
2
h-index
Multimedia Tools and Applications
2 publications · 27 citations
2
h-index

1–5