成分数据分析方法及其在宏基因组数据中的应用

31871342
2018
C0608.生物数据资源与分析方法
邓明华
面上项目
教授
北京大学
59万元
成分数据;微生物;网络构建;宏基因组分析
2019-01-01到2022-12-31
  • 中英文摘要
  • 结题摘要
  • 结题报告
  • 项目成果
  • 项目参与人
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序号 标题 类型 作者
1 GHNN: Graph Harmonic Neural Networks for semi-supervised graph-level classification 期刊论文 Wei Ju;Xiao Luo;Zeyu Ma;Junwei Yang;Minghua Deng;Ming Zhang
2 Expectation pooling: an effective and interpretable pooling method for predicting DNA-protein binding. 期刊论文 Luo Xiao;Tu Xinming;Ding Yang;Gao Ge;Deng Minghua
3 scNAME: neighborhood contrastive clustering with ancillary mask estimation for scRNA-seq data 期刊论文 Hui Wan;Liang Chen;Minghua Deng
4 CIMON: Towards High-quality Hash Codes 会议论文 Xiao Luo;Daqing Wu;Zeyu Ma;Chong Chen;Minghua Deng;Jinwen Ma;Zhongming Jin;Jianqiang Huang;Xian-Sheng Hua
5 Clustering CITE-seq data with a canonical correlation-based deep learning method. 期刊论文 Musu Yuan;Liang Chen;Minghua Deng
6 Mutual Nearest Neighbor Contrast and Hybrid Prototype Self-Training for Universal Domain Adaptation 期刊论文 Liang Chen;Qianjin Du;Yihang Lou;Jianzhong He;Tao Bai;Minghua Deng
7 Evidential Neighborhood Contrastive Learning for Universal Domain Adaptation 期刊论文 Liang Chen;Yihang Lou;Jianzhong He;Tao Bai;Minghua Deng
8 Integrating Deep Supervised, Self-Supervised and Unsupervised Learning for Single-Cell RNA-seq Clustering and Annotation 期刊论文 Chen Liang;Zhai Yuyao;He Qiuyan;Wang Weinan;Deng Minghua
9 Deep Unsupervised Hashing by Global and Local Consistency 会议论文 Xiao Luo;Daqing Wu;Chong Chen;Jinwen Ma;Minghua Deng
10 Deep soft K-means clustering with self-training for single-cell RNA sequence data 期刊论文 Liang Chen;Weinan Wang;Yuyao Zhai;Minghua Deng
11 scMRA: a robust deep learning method to annotate scRNA-seq data with multiple reference datasets 期刊论文 Musu Yuan;Liang Chen;Minghua Deng
12 Sparsity-Penalized Stacked Denoising Autoencoders for Imputing Single-Cell RNA-seq Data 期刊论文 Chi Weilai;Deng Minghua
13 Statistical Methods for Microbiome Compositional Data Network Inference: A Survey 期刊论文 Liang Chen;Hui Wan;Qiuyan He;Shun He;Minghua Deng
14 Single-cell RNA-seq data semi-supervised clustering and annotation via structural regularized domain adaptation 期刊论文 Liang Chen;Qiuyuan He;Yuyao Zhai;Minghua Deng
15 Compositional data network analysis via lasso penalized D-trace loss 期刊论文 Yuan Huili;He Shun;Deng Minghua
16 Deepprune: Learning Efficient and Interpretable Convolutional Networks Through Weight Pruning for Predicting DNA-Protein Binding 期刊论文 Xiao Luo;Weilai Chi;Minghua Deng
17 Single-Cell Transcriptome Data Clustering via Multinomial Modeling and Adaptive Fuzzy K-Means Algorithm 期刊论文 Liang Chen;Weinan Wang;Yuyao Zhai;Minghua Deng
18 Direct interaction network inference for compositional data via codaloss 期刊论文 Chen Liang;He Shun;Zhai Yuyao;Deng Minghua
19 Improve Deep Unsupervised Hashing via Structural and Intrinsic Similarity Learning 期刊论文 Xiao Luo;Zeyu Ma;Wei Cheng;Minghua Deng
20 A Statistical Approach to Mining Semantic Similarity for Deep Unsupervised Hashing 会议论文 Luo Xiao;Wu Daqing;Ma Zeyu;Chen Chong;Deng Minghua;Huang Jianqiang;Hua Xian-Sheng
21 Deep Unsupervised Hashing by Distilled Smooth Guidance 会议论文 Xiao Luo;Zeyu Ma;Daqing Wu;Huasong Zhong;Chong Chen;Jinwen Ma;Minghua Deng
22 Direct interaction network and differential network inference from compositional data via lasso penalized D-trace loss 期刊论文 Shun He;Minghua Deng
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