Zhigang Liu

27 papers B 3Journal 20Unranked 4
YearRankTypeTitle / Venue / Authors
2025 J jnl
A Multi-Constrained Matrix Factorization Approach for Community Detection Relying on Alternating-Direction-Method of Multipliers.
IEEE CAA J. Autom. Sinica
Ying Shi, Zhigang Liu
2024 J jnl
Symmetry and Graph Bi-Regularized Non-Negative Matrix Factorization for Precise Community Detection.
IEEE Trans Autom. Sci. Eng.
Zhigang Liu, Xin Luo, MengChu Zhou
2023 J jnl
A Constraints Fusion-induced Symmetric Nonnegative Matrix Factorization Approach for Community Detection.
CoRR
Zhigang Liu, Xin Luo
2023 J jnl
A High-Order Proximity-Incorporated Nonnegative Matrix Factorization-Based Community Detector.
IEEE Trans. Emerg. Top. Comput. Intell.
Zhigang Liu, Yugen Yi, Xin Luo
2023 J jnl
A Symmetry and Graph Regularized Nonnegative Matrix Factorization Model for Community Detection.
CoRR
Zhigang Liu, Xin Luo
2023 — conf
An Adaptive Alternating-direction-method-based Nonnegative Latent Factor Model.
ICDM (Workshops)
Yurong Zhong, Weiling Li, Zhigang Liu, Xin Luo
2023 — conf
An Unsupervised Online Streaming Feature Selection Algorithm with Density Peak Clustering.
ICNSC
Yu Song, Zhigang Liu
2023 J jnl
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection.
Inf. Fusion
Zhigang Liu, Xin Luo, Zidong Wang, Xiaohui Liu
2023 J jnl
Fast and Accurate Non-Negative Latent Factor Analysis of High-Dimensional and Sparse Matrices in Recommender Systems.
IEEE Trans. Knowl. Data Eng.
Xin Luo, Yue Zhou, Zhigang Liu, MengChu Zhou
2022 J jnl
Generalized Nesterov's Acceleration-Incorporated, Non-Negative and Adaptive Latent Factor Analysis.
IEEE Trans. Serv. Comput.
Xin Luo, Yue Zhou, Zhigang Liu, Lun Hu, MengChu Zhou
2022 — conf
Graph Regularized Nonnegative Latent Factor Analysis Model for Temporal Link Prediction in Cryptocurrency Transaction Networks.
ICNSC
Yue Zhou, Zhigang Liu, Ye Yuan
2022 J jnl
Graph Regularized Nonnegative Latent Factor Analysis Model for Temporal Link Prediction in Cryptocurrency Transaction Networks.
CoRR
Yue Zhou, Zhigang Liu, Ye Yuan
2022 J jnl
High-order Order Proximity-Incorporated, Symmetry and Graph-Regularized Nonnegative Matrix Factorization for Community Detection.
CoRR
Zhigang Liu, Xin Luo
2022 J jnl
Multi-Constrained Embedding for Accurate Community Detection on Undirected Networks.
IEEE Trans. Netw. Sci. Eng.
Qingxian Wang, Xinyu Liu, Tianqi Shang, Zhigang Liu, Han Yang, Xin Luo
2022 J jnl
Symmetric Nonnegative Matrix Factorization-Based Community Detection Models and Their Convergence Analysis.
IEEE Trans. Neural Networks Learn. Syst.
Xin Luo, Zhigang Liu, Long Jin, Yue Zhou, MengChu Zhou
2022 J jnl
Symmetry and Nonnegativity-Constrained Matrix Factorization for Community Detection.
IEEE CAA J. Autom. Sinica
Zhigang Liu, Guangxiao Yuan, Xin Luo
2021 J jnl
A Fast Non-Negative Latent Factor Model Based on Generalized Momentum Method.
IEEE Trans. Syst. Man Cybern. Syst.
Xin Luo, Zhigang Liu, Shuai Li, Mingsheng Shang, Zidong Wang
2021 J jnl
Adjusting Learning Depth in Nonnegative Latent Factorization of Tensors for Accurately Modeling Temporal Patterns in Dynamic QoS Data.
IEEE Trans Autom. Sci. Eng.
Xin Luo, Minzhi Chen, Hao Wu, Zhigang Liu, Huaqiang Yuan, MengChu Zhou
2021 J jnl
Algorithms of Unconstrained Non-Negative Latent Factor Analysis for Recommender Systems.
IEEE Trans. Big Data
Xin Luo, MengChu Zhou, Shuai Li, Di Wu, Zhigang Liu, Mingsheng Shang
2021 J jnl
Convergence Analysis of Single Latent Factor-Dependent, Nonnegative, and Multiplicative Update-Based Nonnegative Latent Factor Models.
IEEE Trans. Neural Networks Learn. Syst.
Zhigang Liu, Xin Luo, Zidong Wang
2021 J jnl
Highly-Accurate Community Detection via Pointwise Mutual Information-Incorporated Symmetric Non-Negative Matrix Factorization.
IEEE Trans. Netw. Sci. Eng.
Xin Luo, Zhigang Liu, Mingsheng Shang, Jungang Lou, MengChu Zhou
2021 J jnl
Non-Negative Latent Factor Model Based on β-Divergence for Recommender Systems.
IEEE Trans. Syst. Man Cybern. Syst.
Xin Luo, Ye Yuan, MengChu Zhou, Zhigang Liu, Mingsheng Shang
2021 — conf
Symmetry-constrained Non-negative Matrix Factorization Approach for Highly-Accurate Community Detection.
CASE
Zhigang Liu, Xin Luo, MengChu Zhou
2019 B conf
Convergence Analysis of a Fast Non-negative Latent Factor Model.
SMC
Yue Zhou, Zhigang Liu, Xiaojiang Yu, Yajuan Wu
2019 B conf
Convergence Analysis of an SLF-NMU Algorithm for Non-negative Latent Factor Analysis on a High-Dimensional and Sparse Matrix.
SMC
Zhigang Liu, Xin Luo
2019 J jnl
Randomized latent factor model for high-dimensional and sparse matrices from industrial applications.
IEEE CAA J. Autom. Sinica
Mingsheng Shang, Xin Luo, Zhigang Liu, Jia Chen, Ye Yuan, MengChu Zhou
2018 B conf
Accelerated Non-negative Latent Factor Analysis on High-Dimensional and Sparse Matrices via Generalized Momentum Method.
SMC
Zhigang Liu, Xin Luo, Shuai Li, Mingsheng Shang