Multi-omics & Deep learning
文章阅读笔记
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MOGONET integrates multi-omics data using graph convolutional networks allowing patient classification and biomarker identification
MOGONET:使用图卷积网络集成多组学数据,实现对患者分类和生物标志物的识别
nature communications -
Similarity-driven multi-view embeddings from high-dimensional biomedical data
SiMLR:来自高维生物医学数据的相似性驱动的多视图嵌入
nature computational science -
A Variational Information Bottleneck Approach to Multi-Omics Data Integration
多组学数据集成的变分信息瓶颈方法
Proceedings of The 24th International Conference on Artificial Intelligence and Statistics, PMLR -
AggMapNet:enhanced and explainable low-sampleomics deep learning with feature-aggregatedmulti-channelnetworks
AggMapNet:使用特征聚合的多通道网络增强和可解释的低样本组学深度学习
Nucleic Acids Research -
iSOM-GSN: an integrative approach fortransforming multi-omic data into gene similaritynetworks via self-organizing maps
iSOM-GSN:一种通过自组织图将多组学数据转化为基因相似性网络的综合方法
Bioinformatics -
CustOmics: A versatile deep-learning basedstrategy for multi-omics integration
Customics:一种基于深度学习的多组学集成策略
PLOS COMPUTATIONAL BIOLOGY