Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection

Zhigang Liu; Xin Luo; Zidong Wang; Xiaohui Liu

doi:10.1016/j.inffus.2022.08.031

ScienceGate Book Chapters

JOURNAL ARTICLE

Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection

Zhigang Liu Xin Luo Zidong Wang Xiaohui Liu

Year: 2022 Journal: Information Fusion Vol: 89 Pages: 588-602 Publisher: Elsevier BV

DOI: 10.1016/j.inffus.2022.08.031

Get Full-Text PDF Get Analytical Report

Keywords:

Non-negative matrix factorization Interpretability Computer science Feature (linguistics) Adjacency matrix Matrix decomposition Constraint (computer-aided design) Representation (politics) Feature learning Graph Theoretical computer science Artificial intelligence Mathematics Eigenvalues and eigenvectors

Metrics

Cited By

6.67

FWCI (Field Weighted Citation Impact)

Refs

0.83

Citation Normalized Percentile

Is in top 1%

Is in top 10%

Citation History

Topics

Complex Network Analysis Techniques

Physical Sciences → Physics and Astronomy → Statistical and Nonlinear Physics

Advanced Graph Neural Networks

Physical Sciences → Computer Science → Artificial Intelligence

Text and Document Classification Technologies

Physical Sciences → Computer Science → Artificial Intelligence

Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection

Metrics

Citation History

Topics

Related Documents

Pairwise Constraint Propagation-Induced Symmetric Nonnegative Matrix Factorization

Community detection using nonnegative matrix factorization with orthogonal constraint

Temporal community detection based on symmetric nonnegative matrix factorization

Hierarchical community detection via rank-2 symmetric nonnegative matrix factorization

Robust Semi-Supervised Community Detection Based on Symmetric Nonnegative Matrix Factorization