Autoencoders with shared and specific embeddings for multi-omics data integration - Wang, Chao; O’Connell, Michael J. (BMC bioinformatics, 2025)
Keywords: Accuracy; Algorithms; Autoencoder; Autoencoders; Bioinformatics; Biomedical and Life Sciences; Cancer; Classification; Computational Biology - methods; Computational Biology/Bioinformatics; Computer Appl. in Life Sciences; Data integration; Data sources; Datasets; Deep learning; DNA methylation; Electronic data processing; Fines & penalties; Genomes; Genomics; Genomics - methods; Humans; Life Sciences; Machine learning; Methods; Microarrays; Multi-omics; Multiomics; Neoplasms - genetics; Neoplasms - metabolism; Neural networks; Oncology, Experimental; Orthogonality; Principal components analysis; Reconstruction; Shared and specific information; United States; Shared and specific information; Autoencoders; Data integration; Multi-omics