• *Search*: Machine Learning Methods for Multi-Omics Data Integration

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Emerging Machine Learning for the Integration of Biomedical Data Processing Application: Enhancing Patient Care via the Utilization of Multi-Omics Data and Clinical Insights
Dhevi, B.Lakshmi ; Srikanth, Jongoni ; Pandi, V.Samuthira ; et al.
2025 10th International Conference on Smart Structures and Systems (ICSSS) Smart Structures and Systems (ICSSS), 2025 10th International Conference on. :1-7 Dec, 2025

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Emerging Machine Learning for the Integration of Biomedical Data Processing Application: Enhancing Patient Care via the Utilization of Multi-Omics Data and Clinical Insights
Dhevi, B. Lakshmi ; Srikanth, Jongoni ; Pandi, V. Samuthira ; et al.
2025 IEEE International Conference on Advanced Computing Technologies (ICACT) Advanced Computing Technologies (ICACT), 2025 IEEE International Conference on. :298-303 Sep, 2025

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Integration of Multi-Omics Data in Cancer Research: Challenges, Computational Approaches and Applications
Mostafa, Amany ; Mounir, Mahmoud ; Gad, Walaa
2025 Twelfth International Conference on Intelligent Computing and Information Systems (ICICIS) Intelligent Computing and Information Systems (ICICIS), 2025 Twelfth International Conference on. :538-545 Nov, 2025

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scMRDR: A scalable and flexible framework for unpaired single-cell multi-omics data integration
Sun, Jianle ; Liang, Chaoqi ; Wei, Ran ; et al.

Quantitative Methods Machine Learning Genomics
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Multi-Omics Data Integration Using Machine Learning for Schizophrenia Risk Prediction
J, Jananee ; Solomon, F. Emerson
2025 5th Asian Conference on Innovation in Technology (ASIANCON) Innovation in Technology (ASIANCON), 2025 5th Asian Conference on. :1-6 Aug, 2025

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A Novel Deep Learning-Based Multi-Model Ensemble Approach for the Prediction of Non-Small Cell Lung Cancer (NSCLC) Metastasis via Integration of Multi-omics Data
Karthik, Akshay ; Donovan, Michael
2024 2nd International Conference on Technology Innovation and Its Applications (ICTIIA) Technology Innovation and Its Applications (ICTIIA), 2024 2nd International Conference on. :1-6 Sep, 2024

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Multi-Omics Data Integration Patient Classification Method Based on Deep Dense Residual Shrinkage Network
Li, Wenyao ; Lin, Kai ; Hou, Yaqing ; et al.
2022 IEEE 34th International Conference on Tools with Artificial Intelligence (ICTAI) ICTAI Tools with Artificial Intelligence (ICTAI), 2022 IEEE 34th International Conference on. :1098-1104 Oct, 2022

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scMID: A Deep Multi-Omics Integration Framework for Comprehensive Single-Cell Data Analysis
Xiao, Q. ; Zhang, Y. ; Shi, W. ; et al.
IEEE Transactions on Computational Biology and Bioinformatics IEEE Trans. Comput. Biol. Bioinform. Computational Biology and Bioinformatics, IEEE Transactions on. 22(6):3375-3385 Jan, 2025

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A Multi-Omics Data Integration Framework for Gene Regulatory Network Inference Based on Contrastive Learning
Zhang, Y. ; Zhou, Z. ; Wang, M. ; et al.
IEEE Transactions on Computational Biology and Bioinformatics IEEE Trans. Comput. Biol. Bioinform. Computational Biology and Bioinformatics, IEEE Transactions on. 22(3):1095-1106 Jun, 2025

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KANTrust: A Multi-Omics Framework for Uncertainty-Aware Disease Subtyping
Wang, Chunjiang ; Yan, Rui ; Zhang, Kun ; et al.
2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) Bioinformatics and Biomedicine (BIBM), 2025 IEEE International Conference on. :1290-1297 Dec, 2025

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A technical review of multi-omics data integration methods: from classical statistical to deep generative approaches.
Baião, Ana R ; Cai, Zhaoxiang ; Poulos, Rebecca C ; et al.
Briefings in Bioinformatics. Jul2025, Vol. 26 Issue 4, p1-18. 18p.

DATA integration MULTIOMICS LATENT variables MACHINE learning PROBABILISTIC generative... INDIVIDUALIZED medicine
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Multi-omics data integration for early diagnosis of hepatocellular carcinoma (HCC) using machine learning
Spooner, Annette ; Moridani, Mohammad Karimi ; Safarchi, Azadeh ; et al.

Computer Science - Machi... Computer Science - Artif...
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Multimodal deep learning approaches for single-cell multi-omics data integration.
Athaya, Tasbiraha ; Ripan, Rony Chowdhury ; Li, Xiaoman ; et al.
Briefings in Bioinformatics. Sep2023, Vol. 24 Issue 5, p1-15. 15p.

ELECTRONIC data processi... TASK analysis DEEP learning MULTIOMICS DATA integration
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