Aug 23, 2022 · Dear Editor, This letter presents a novel symmetry and nonnegativity-constrained matrix factorization (SNCMF)-based community detection ...
Aug 4, 2022 · Dear editor,. This letter presents a novel symmetry and nonnegativity-constrained matrix factorization (SNCMF)-based community detection model ...
This letter presents a novel symmetry and nonnegativity-constr- ained matrix factorization (SNCMF)-based community detection model on undirected networks such ...
Motivated by this discovery, this paper proposes a novel Constraint-induced Symmetric Nonnegative Matrix Factorization (C-SNMF) model that adopts three-fold ...
Mar 17, 2024 · Dear Editor, This letter presents a novel symmetry and nonnegativity-constrained matrix factorization (SNCMF)-based community detection ...
Feb 23, 2023 · Title:A Constraints Fusion-induced Symmetric Nonnegative Matrix Factorization Approach for Community Detection. Authors:Zhigang Liu, Xin Luo.
Community detection is a popular yet thorny issue in social network analysis. A symmetric and nonnegative matrix factorization (SNMF) model based on a ...
Community detection models based on non-negative matrix factorization (NMF) are shallow and fail to fully discover the internal structure of complex networks.
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Community is a fundamental and critical characteristic of an undirected social network, making community detection be a vital yet thorny issue.
The proposed CSDNMF model exhibits superior performance in community detection when compared to state-of-the-art models, as demonstrated by eight experimental ...