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Multiple graph regularized nonnegative matrix factorization

Non-negative matrix factorization (NMF) has been widely used as a data representation method based on components. To overcome the disadvantage of NMF in...
JY WangH BensmailG Xin  -  《Pattern Recognit...  -  被引量:  122  -  2013年
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Hybrid Manifold Regularized Non-negative Matrix Factorization for Data Representation

Non-negative matrix factorizationGraph LaplacianManifold learningHessianNon-negative Matrix Factorization (NMF) has received considerable attention due ...
L PengJ PengZ Guan , ... -  被引量:  19  -  2016年

Graph-Regularized Non-Negative Matrix Factorization for Single-Cell Clustering in scRNA-Seq Data

The advent of single-cell RNA sequencing (scRNA-seq) has brought forth fresh perspectives on intricate biological processes, revealing the nuances and d...
H JiangMN WangYA Huang , ... -  《IEEE Journal of ...  -  被引量:  0  -  2024年

Robust Nonnegative Matrix Factorization via Joint Graph Laplacian and Discriminative Information for Identifying Differentially Expr...

Differential expression plays an important role in cancer diagnosis and classification. In recent years, many methods have been used to identify differentially expressed genes. However, the recognition rate and reliability of gene sel...
LY DaiCM FengJX Liu , ... -  《Complexity》  -  被引量:  2  -  2017年
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Improving nonnegative matrix factorization with advanced graph regularization q

Nonnegative matrix factorizationGraph LaplacianLinear projectionGraph regularized nonnegative matrixfactorizationRECOMMENDER SYSTEMSALGORITHMS
X ZhangD ChenH Yu , ... -  《Information Scie...  -  被引量:  0  -  2022年

Novel Collaborative Weighted Non-negative Matrix Factorization Improves Prediction of Disease-Associated Human Microbes

human MDA prediction using the proposed collaborative weighted non-negative matrix factorization (CWNMF) technique and graph Laplacian regularized least...
D XuH XuY Zhang , ... -  《Frontiers in Mic...  -  被引量:  0  -  2022年

基于图拉普拉斯正则化的柯西非负矩阵分解高光谱解混

nonnegative matrix factorizationCauchy loss functiongraph Laplacianreweight sparse基于欧氏距离标准的非负矩阵分解(NMF)在面对含有噪声和异常像元污染的高光...
陈善学许少华  -  《激光与光电子学进展》  -  被引量:  0  -  2024年

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