Publications

Feature weighting-based deep fuzzy C-Means for clustering incomplete time series

Yurui Li, Mingjing Du^*, Wenbin Zhang, Xiang Jiang, Yongquan Dong. Feature weighting-based deep fuzzy C-Means for clustering incomplete time series." IEEE Transactions on Fuzzy Systems, 2024.

Density-based clustering with differential privacy

Fuyu Wu, Mingjing Du^*, Qiang Zhi. Density-based clustering with differential privacy." Information Sciences, 2024, 68: 121211

VAEAT: Variational AutoeEncoder with adversarial training for multivariate time series anomaly detection

Sheng He, Mingjing Du^*, Xiang Jiang, Wenbin Zhang, Congyu Wang. "VAEAT: Variational AutoeEncoder with adversarial training for multivariate time series anomaly detection." Information Sciences, 2024, 676: 120852.

M3W: Multistep three-way clustering

Mingjing Du^*, Jingqi Zhao, Jiarui Sun, Yongquan Dong."M3W: Multistep three-way clustering." IEEE Transactions on Neural Networks and Learning Systems, 2024, 35(4): 5627-5640.

Efficient online stream clustering based on fast peeling of boundary micro-cluster

Jiarui Sun, Mingjing Du^*, Chen Sun, Yongquan Dong. "Efficient online stream clustering based on fast peeling of boundary micro-cluster." IEEE Transactions on Neural Networks and Learning Systems, 2024.

TWStream: Three-way stream clustering

Jiarui Sun, Mingjing Du^*, Zhenkang Lew, Yongquan Dong. "TWStream: Three-way stream clustering." IEEE Transactions on Fuzzy Systems 2024, 32(9): 4927-4939.

A three-way clustering method based on improved density peaks algorithm and boundary detection graph

Chen Sun, Mingjing Du^*, Jiarui Sun, Kangkang Li, Yongquan Dong. "A three-way clustering method based on improved density peaks algorithm and boundary detection graph." International Journal of Approximate Reasoning, 2023, 153: 239-257., 2023.

Grid-based clustering using boundary detection

Mingjing Du^*, Fuyu Wu. "Grid-based clustering using boundary detection." Entropy, 2022, 24(11): 1606.

ROBP: a robust border-peeling clustering using Cauchy kernel

Mingjing Du^*, Ru Wang, Ru Ji, Xia Wang, Yongquan Dong. "ROBP: a robust border-peeling clustering using Cauchy kernel." Information Sciences, 2021, 571: 375-400.

A novel density peaks clustering with sensitivity of local density and density-adaptive metric

Mingjing Du, Shifei Ding, Yu Xue, Zhongzhi Shi. "A novel density peaks clustering with sensitivity of local density and density-adaptive metric." Knowledge and Information Systems, 2019, 59(2): 285-309.

Density peaks clustering using geodesic distances

Mingjing Du, Shifei Ding, Xiao Xu, Yu Xue. "Density peaks clustering using geodesic distances." International Journal of Machine Learning and Cybernetics, 2018, 9(8): 1335-1349.

A robust density peaks clustering algorithm using fuzzy neighborhood

Mingjing Du, Shifei Ding, Yu Xue. "A robust density peaks clustering algorithm using fuzzy neighborhood." International Journal of Machine Learning and Cybernetics, 2018, 9(7): 1131-1140.

An entropy-based density peaks clustering algorithm for mixed type data employing fuzzy neighborhood

Shifei Ding, Mingjing Du, Tongfeng Sun, Xiao Xu, Yu Xue. "An entropy-based density peaks clustering algorithm for mixed type data employing fuzzy neighborhood." Knowledge-Based Systems, 2017, 133: 294-313.

A novel density peaks clustering algorithm for mixed data

Mingjing Du, Shifei Ding, Xue Yu. "A novel density peaks clustering algorithm for mixed data." Pattern Recognition Letters, 2017, 97: 46-53.

Study on density peaks clustering based on k-nearest neighbors and principal component analysis

Mingjing Du, Shifei Ding, Hongjie Jia. "Study on density peaks clustering based on k-nearest neighbors and principal component analysis." Knowledge-Based Systems, 2016, 99: 135-145.

Survey on granularity clustering

Shifei Ding, Mingjing Du, Hong Zhu. "Survey on granularity clustering." Cognitive Neurodynamics, 2015, 9(6): 561-572.

* Corresponding author

# Equal authorship