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2026

Clustering Based on Density Propagation and Subcluster MergingFeiping Nie 0001, Yitao Song, Qilong Qiu, Jingjing Xue, Rong Wang 0001, Xuelong Li 0001. tkde, 38(3):1541-1559, March 2026. [doi]

Multi-view Clustering based on Doubly Stochastic GraphNian Wang 0001, Zhigao Cui, Aihua Li, Rong Wang 0001, Feiping Nie 0001. sigpro, 238:110144, 2026. [doi]

Efficient greedy optimization method for k-meansYuan Yuan 0001, Lin Zhao 0003, Shenfei Pei, Feiping Nie 0001. PR, 171:112140, 2026. [doi]

View-Adaptive Multi-Granularity Anchor Learning for Multi-View ClusteringXiaohui Wei 0001, Yuting Chen, Feiping Nie 0001, Haibo Liu, Qiya Song, Lin Xiao 0002. TIP, 35:3113-3126, 2026. [doi]

Approximate anchor-based similarity graph and its applications for large-scale dataWei Chang 0002, Manguo Liu, Feiping Nie 0001, Danyang Wu, Rong Wang 0001. ijon, 668:132384, 2026. [doi]

Efficient Co-Clustering via Bipartite Graph FactorizationXiaowei Zhao 0002, Liuyun Guo, Xiaojun Chang, Jun Guo 0020, Feiping Nie 0001, Qiang Zhang 0020. tkde, 38(3):1695-1709, March 2026. [doi]

Robust outlier elimination trace ratio LDA for dimensionality reductionJingyu Wang 0002, Hengheng Yin, Feiping Nie 0001, Xuelong Li 0001. PR, 173:112937, 2026. [doi]

Efficient hierarchical multi-resolution k-means clusteringLin Zhao 0003, Yuan Yuan 0001, Feiping Nie 0001. PR, 174:112930, 2026. [doi]

Semi-supervised classification and projection with adaptive flexible structure optimal graphHong Chen 0015, Feiping Nie 0001, Shenfei Pei, Yingcang Ma. NN, 197:108418, 2026. [doi]

Selective-relaxed contrastive learning for hyperspectral image classification with noisy labelsJie Wang 0024, Ziang Niu, Zheng Wang 0037, Liaoyuan Tang, Bo Yan, Rong Wang 0001, Feiping Nie 0001. PR, 171:112298, 2026. [doi]

Improve noise tolerance of robust feature selection via block-sparse projection learningJie Wang 0024, Zheng Wang, Yu Guo, Rong Wang, Fei Wang, Feiping Nie 0001. PR, 170:112028, 2026. [doi]

Group-wise attentive enhancements for unsupervised feature selectionJie Wang 0164, Yongjin Yuan, Ziang Niu, Lingyi Kong, Zheng Wang 0037, Rong Wang 0001, Feiping Nie 0001. kbs, 340:115640, 2026. [doi]

Multi-subspace graph clustering joint dimensionality reduction and feature selectionYingjie Cai, Hui Yang 0005, Jianyong Zhu, Feiping Nie 0001. PR, 172:112557, 2026. [doi]

Unsupervised multi-view feature selection via attentive hierarchical bipartite graphs with optimizable graph filterXia Dong, Danyang Wu, Yiping Ke, Feiping Nie 0001. inffus, 126:103511, 2026. [doi]

Adaptive and Asymptotic Mean-based Subclass Discriminant AnalysisYuzhe Feng, Yunlong Gao 0001, Feiping Nie 0001. AAAI 2026: 21101-21110 [doi]

Fast Multiview Co-Clustering in Unified SubspaceShengzhao Guo, Zhenyu Ma, Jingyu Wang 0002, Feiping Nie 0001, Xuelong Li 0001. tcsv, 36(3):2801-2813, March 2026. [doi]

Towards Federated Clustering: A Client-wise Private Graph Aggregation FrameworkGuanxiong He, Zheng Wang 0037, Jie Wang 0164, Liaoyuan Tang, Rong Wang 0001, Feiping Nie 0001. AAAI 2026: 21619-21627 [doi]

S2-Boost: Synergistic Semantic Boosting for Coarse-to-Fine Ensemble LearningGuanxiong He, Zheng Wang 0037, Jie Wang 0164, Liaoyuan Tang, Rong Wang 0001, Feiping Nie 0001. AAAI 2026: 21610-21618 [doi]

Reliable-View 2D-3D Key-Part Aligned Transformer with Reinforced Masking for 3D Point Cloud UnderstandingXianglong Jin, Zheng Wang 0037, Rong Wang 0001, Feiping Nie 0001. AAAI 2026: 5530-5538 [doi]

All-weather multi-modality image fusion: Unified framework and 100k benchmarkXilai Li, Wuyang Liu, Xiaosong Li 0004, Fuqiang Zhou, Huafeng Li 0001, Feiping Nie 0001. inffus, 131:104130, 2026. [doi]

MIARS: Mutual information-guided feature selection with angle reconstruction and semantic alignment for multi-label learningRuijia Li, Hong Chen 0015, Yingcang Ma, Feiping Nie 0001, Yixiao Huang. kbs, 338:115424, 2026. [doi]

Multi-View Graph Clustering via Dual View-Cluster-Order Interactivity MiningJunjie Liang, Xia Dong, Penglei Wang, Jin Xu 0014, Danyang Wu, Feiping Nie 0001. tcsv, 36(1):379-392, January 2026. [doi]

A Greedy Strategy for Graph CutShenfei Pei, Huijuan Dong, Nianci Guan, Zhongqi Lin, Feiping Nie 0001, Xudong Jiang 0001, Zengwei Zheng. TIP, 35:2224-2234, 2026. [doi]

Concave Cut: Analyzing the role of concave functions in clusteringShenfei Pei, Yuanchen Sun, Zhongqi Lin, Feiping Nie 0001, Jitao Lu, Xudong Jiang 0001, Canyu Zhang, Zengwei Zheng. PR, 174:112950, 2026. [doi]

Adversarial incomplete multi-view clustering with adaptive contrastive learningSiyuan Peng, Shuzhao Xu, Zhijing Yang, Xiaojun Yang, Feiping Nie 0001. NN, 197:108484, 2026. [doi]

Fast multi-view discrete clustering with two solversQianyao Qiang, Bin Zhang 0022, Chen Jason Zhang, Feiping Nie 0001. PR, 172:112415, 2026. [doi]

Robust and flexible multi-view subspace clustering with nuclear normShaojun Shi, Yibing Liu, Canyu Zhang, Sisi Wang, Feiping Nie 0001. PR, 173:112804, 2026. [doi]

Multi-graph clustering via multi-modal topological manifold learningShaojun Shi, Canyu Zhang, Jiahao Zhao, Feiping Nie 0001. NN, 193:108035, 2026. [doi]

Self-paced and structured graph-based ensemble clusteringHaoliang Tang, Xuan Zheng, Yihang Lu, Zihua Zhao, Rong Wang 0001, Feiping Nie 0001. sigpro, 239:110269, 2026. [doi]

Fuzzy clustering algorithm with locality preserving based on anchor graphJikui Wang, Feifei Liu, Chengzhu Ji, Xiran Li, Feiping Nie 0001. PR, 172:112490, 2026. [doi]

Attribute graph adjusted trace ratio linear discriminant analysis for feature extractionQuan Wang, Hao Lei, Fei Wang 0008, Xinpei Wen, Zhiping Lin 0001, Feiping Nie 0001. PR, 176:113136, 2026. [doi]

Normalized cut co-clustering with out-of-sample extensionJingyu Wang, Mingqing Liu, Feiping Nie 0001, Xuelong Li 0001. PR, 169:111881, 2026. [doi]

Kernel entropy graph isomorphism network for graph classificationLixiang Xu, Wei Ge, Feiping Nie 0001, Enhong Chen, Bin Luo 0001. PR, 176:113182, 2026. [doi]

Scalable multi-view discrete clustering with self-supervised constraintsXiaojun Yang, Donghuai Liu, Bin Li, Jieming Xie, Jingjing Xue, Feiping Nie 0001. PR, 174:112982, 2026. [doi]

Graph structure enhancement with local cluster guidance for discrete spectral clusteringXiaojun Yang, Bin Li, Jingjing Xue, Yi Fang, Jian Yang, Feiping Nie 0001. eswa, 299:129961, 2026. [doi]

Efficient superpixel-guided global-local spectral clustering for large-scale HSIBen Yang, Xuetao Zhang 0001, Yongqiang Luo, Feiping Nie 0001, Fei Wang 0008, Badong Chen. ijon, 678:133190, 2026. [doi]

Fast multi-view clustering via tensor hyperbolic tangent-p norm minimizationYongbo Yu, Zhoumin Lu, Jingjing Xue, Rong Wang 0001, Zongcheng Miao, Feiping Nie 0001. PR, 171:112195, 2026. [doi]

Nonnegative spectral embedding learning with adaptive neighbors for multi-view clusteringMingyu Zhao, Feiping Nie 0001, Cong Wang 0033, Xuelong Li 0001, Zehan Tan, Huaqiang Hu. NN, 197:108537, 2026. [doi]

A novel semi-supervised clustering algorithm based on ridge regression with optimal scalingJianyong Zhu, Kun Chen, Jingwen Wang, Hui Yang 0005, Feiping Nie 0001. ijon, 682:133359, 2026. [doi]

2025

Learning Compact Discriminant Representation via Low-Rank Bilinear PoolingKun Song 0001, Hao Li, Gong Cheng 0003, Junwei Han 0001, Feiping Nie 0001, Bin Gu, Fakhri Karray. pami, 47(12):10914-10931, December 2025. [doi]

Fast adaptively balanced min-cut clusteringFeiping Nie 0001, Fangyuan Xie, Jingyu Wang 0002, Xuelong Li 0001. PR, 158:111027, 2025. [doi]

Corrigendum to "Fast adaptively balanced min-cut clustering" [Pattern Recognition 158 (2025) 111027]Feiping Nie 0001, Fangyuan Xie, Jingyu Wang 0002, Xuelong Li 0001. PR, 159:111084, 2025. [doi]

Soft Neighbors Supported Contrastive ClusteringYu Duan 0001, Huimin Chen, Runxin Zhang, Rong Wang 0001, Feiping Nie 0001, Xuelong Li 0001. TIP, 34:4315-4327, 2025. [doi]

Unconstrained Fuzzy C-Means Based on Entropy Regularization: An Equivalent ModelFeiping Nie 0001, Runxin Zhang, Yu Duan, Rong Wang 0001. tkde, 37(2):979-990, February 2025. [doi]

Mutual-support generalized category discoveryYu Duan 0001, Zhanxuan Hu, Rong Wang 0001, Zhensheng Sun, Feiping Nie 0001, Xuelong Li 0001. inffus, 119:103020, 2025. [doi]

Scaled robust linear embedding with adaptive neighbors preservingYunlong Gao 0001, Qinting Wu, Xinjing Wang, Tingting Lin, Jinyan Pan, Chao Cao, Guifang Shao, Qingyuan Zhu, Feiping Nie 0001. PR, 165:111625, 2025. [doi]

Fast Semi-Supervised Learning on Large Graphs: An Improved Green-Function MethodFeiping Nie 0001, Yitao Song, Wei Chang, Rong Wang 0001, Xuelong Li 0001. pami, 47(3):2055-2070, March 2025. [doi]

Unconstrained Fuzzy C-Means AlgorithmFeiping Nie 0001, Runxin Zhang, Weizhong Yu, Xuelong Li 0001. pami, 47(5):3440-3451, May 2025. [doi]

Hyperbolic Hierarchical Representation Learning for Generalized Category DiscoveryYu Duan 0001, Feiping Nie 0001, Huimin Chen, Zhanxuan Hu, Rong Wang 0001, Xuelong Li 0001. tnn, 36(12):20050-20064, December 2025. [doi]

Nonlinear Locality-Preserving Projections With Dynamic Graph LearningXiaowei Zhao 0002, Dongming Wu, Feiping Nie 0001, Weizhong Yu, Chen Zhao 0009, Xuelong Li 0001. tnn, 36(4):7225-7236, April 2025. [doi]

Manifold-Aligned Consistency Contrastive Learning for Noise-Tolerant Hyperspectral Image ClassificationJie Wang 0024, Junti Wang, Guanxiong He, Zheng Wang 0037, Rong Wang 0001, Feiping Nie 0001, Xuelong Li 0001. tgrs, 63:1-17, 2025. [doi]

Adaptive Graph Convolutional Network for Unsupervised Generalizable Tabular Representation LearningZheng Wang 0037, Jiaxi Xie, Rong Wang 0001, Feiping Nie 0001, Xuelong Li. tnn, 36(7):11966-11976, July 2025. [doi]

Deep Label Propagation With Nuclear Norm Maximization for Visual Domain AdaptationWei Wang 0335, Hanyang Li, Cong Wang 0018, Chao Huang 0008, Zhengming Ding, Feiping Nie 0001, Xiaochun Cao. TIP, 34:1246-1258, 2025. [doi]

Angular Reconstructive Discrete Embedding With Fusion Similarity for Multi-View ClusteringJintang Bian, Xiaohua Xie, Chang-Dong Wang, Lingxiao Yang, Jian-Huang Lai, Feiping Nie 0001. tkde, 37(1):45-59, January 2025. [doi]

Tensorized Graph Learning for Spectral Ensemble ClusteringZhe Cao, Yihang Lu, Jinghui Yuan, Haonan Xin, Rong Wang 0001, Feiping Nie 0001. tcsv, 35(3):2662-2674, March 2025. [doi]

Superpixel-Based Bipartite Graph Clustering Enriched With Spatial Information for Hyperspectral and LiDAR DataZhe Cao, Yihang Lu, Haonan Xin, Rong Wang 0001, Feiping Nie 0001, Mathieu Sebilo. tgrs, 63:1-15, 2025. [doi]

Fuzzy Min-Cut With Soft Balancing EffectsHuimin Chen, Runxin Zhang, Rong Wang 0001, Feiping Nie 0001. tfs, 33(2):767-778, February 2025. [doi]

Fast multi-view clustering via anchor label transmit with tensor structure constraintHuimin Chen, Runxin Zhang, Yu Duan 0001, Rong Wang 0001, Feiping Nie 0001. eswa, 274:126878, 2025. [doi]

Adaptive Deep Metric Learning with harmonized loss and nearest proxy alignment for low-dimensional representationJingwei Chen, Jingqing Cheng, Xiaoxiao Wang, XiaoHua Xu, Feiping Nie 0001. kbs, 320:113631, 2025. [doi]

Joint Structured Bipartite Graph and Row-Sparse Projection for Large-Scale Feature SelectionXia Dong, Feiping Nie 0001, Danyang Wu, Rong Wang 0001, Xuelong Li 0001. tnn, 36(4):6911-6924, April 2025. [doi]

A Convex Formulation for Fast Semi-Supervised LearningXinyi Fan, Weizhong Yu, Feiping Nie 0001, Zongcheng Miao, Xuelong Li 0001. tkde, 37(12):6738-6749, December 2025. [doi]

Fast semi-supervised classification based on anchor graphXinyi Fan, Weizhong Yu, Feiping Nie 0001, Xuelong Li 0001. isci, 699:121786, 2025. [doi]

Prototypical classifier with distribution consistency regularization for generalized category discovery: A strong baselineZhanxuan Hu, Yu Duan, Yaming Zhang, Rong Wang 0001, Feiping Nie 0001. NN, 182:106908, 2025. [doi]

A robust entropy regularized K-means clustering algorithm for processing noise in datasetsPeilin Jiang, Junnan Cao, Weizhong Yu, Feiping Nie 0001. nca, 37(9):6617-6632, March 2025. [doi]

A Revised Formation of Trace Ratio LDA for Small Sample Size ProblemZhengxin Li, Feiping Nie 0001, Rong Wang 0001, Xuelong Li 0001. tnn, 36(3):5803-5809, March 2025. [doi]

Discriminative and Robust Autoencoders for Unsupervised Feature SelectionYunZhi Ling, Feiping Nie 0001, Weizhong Yu, Xuelong Li 0001. tnn, 36(1):1622-1636, January 2025. [doi]

Self-Labeling and Self-Knowledge Distillation Unsupervised Feature SelectionYunZhi Ling, Feiping Nie 0001, Weizhong Yu, Xuelong Li 0001. tkde, 37(7):4270-4284, July 2025. [doi]

Outlier Indicator Based Projection Fuzzy K-Means Clustering for Hyperspectral ImageXinze Liu, Xiaojun Yang, Jiale Zhang, Jing Wang 0023, Feiping Nie 0001. spl, 32:496-500, 2025. [doi]

Self-Weighted Multi-View Fuzzy Clustering With Multiple Graph LearningChaodie Liu, Cheng Chang, Feiping Nie 0001. spl, 32:1585-1589, 2025. [doi]

Mining the Salient Spatio-Temporal Feature with S2TF-Net for action recognitionXiaoxi Liu, Ju Liu, Lingchen Gu, Yafeng Li, Xiaojun Chang, Feiping Nie 0001. spic, 138:117381, 2025. [doi]

Cross-View Approximation on Grassmann Manifold for Multiview ClusteringYidan Ma, Xinjie Shen, Danyang Wu, Jianfu Cao, Feiping Nie 0001. tnn, 36(4):7772-7777, April 2025. [doi]

Robust Semi-Supervised Deep Nonnegative Matrix Factorization With Constraint Propagation for Data RepresentationSiyuan Peng, Jingxing Yin, Zhijing Yang, Feiping Nie 0001, Badong Chen. tbd, 11(5):2557-2571, October 2025. [doi]

Dual constraint based semi-supervised nonnegative matrix factorization for multi-view clusteringSiyuan Peng, Zimeng Huangfu, Wenyun Xie, Zhijing Yang, Feiping Nie 0001. kbs, 329:114357, 2025. [doi]

A Band Selection Approach Based on a Mass-Based Metric and Shared Nearest-Neighbours for Hyperspectral ImagesJikui Wang, Chengzhu Ji, Feifei Liu, Baocheng Yao, Qingsheng Shang, Feiping Nie 0001. iet-ipr, 19(1), 2025. [doi]

Fast Multiview Semi-Supervised Classification With Optimal Bipartite GraphYuTing Wang, Rong Wang 0001, Feiping Nie 0001, Xuelong Li 0001. tnn, 36(7):12619-12630, July 2025. [doi]

A robust self-training algorithm based on relative node graphJikui Wang, Huiyu Duan, Cuihong Zhang, Feiping Nie 0001. apin, 55(1):1, January 2025. [doi]

Fuzzy Weighted Principal Component Analysis for Anomaly DetectionSisi Wang, Feiping Nie 0001, Zheng Wang 0037, Rong Wang 0001, Xuelong Li 0001. tkdd, 19(3), April 2025. [doi]

Triangle Topology Enhancement for Multi-View Graph ClusteringDanyang Wu, Penglei Wang, Jitao Lu, Zhanxuan Hu, Hongming Zhang 0002, Feiping Nie 0001. tkde, 37(7):4338-4348, July 2025. [doi]

Robust support vector ordinal regressionHaorui Xiang, Zhichang Wu, Rong Wang 0001, Feiping Nie 0001, Xuelong Li 0001. isci, 717:122277, 2025. [doi]

Fast Anchor Graph Clustering via Maximizing Within-Cluster SimilarityFangyuan Xie, Jingjing Xue, Feiping Nie 0001, Weizhong Yu, Xuelong Li 0001. tkde, 37(8):4591-4603, August 2025. [doi]

Multiview Clustering via Block Diagonal Graph FilteringHaonan Xin, Danyang Wu, Jitao Lu, Rong Wang 0001, Feiping Nie 0001, Xuelong Li 0001. tnn, 36(8):14269-14282, August 2025. [doi]

Dynamic T-distributed stochastic neighbor graph convolutional networks for multi-modal contrastive fusionBo Xu, Guoxu Li, Jie Wang 0024, Zheng Wang 0037, Jianfu Cao, Rong Wang 0001, Feiping Nie 0001. ijon, 652:130950, 2025. [doi]

Embedded multi-label feature selection via orthogonal regressionXueyuan Xu, Fulin Wei, Tianze Yu, Jinxin Lu, Aomei Liu, Li Zhuo 0001, Feiping Nie 0001, Xia Wu 0001. PR, 163:111477, 2025. [doi]

Scalable Min-Max Multi-View Spectral ClusteringBen Yang, Xuetao Zhang 0001, Jinghan Wu, Feiping Nie 0001, Fei Wang 0008, Badong Chen. tkde, 37(5):2918-2931, May 2025. [doi]

RDFS-TDC: Robust discriminant feature selection based on improved trace difference criterionLibo Yang, Dawei Zhu, Xuemei Liu, Feiping Nie 0001. isci, 705:121940, 2025. [doi]

Fast self-supervised discrete graph clustering with ensemble local cluster constraintsXiaojun Yang, Bin Li, Weihao Zhao, Sha Xu, Jingjing Xue, Feiping Nie 0001. NN, 188:107421, 2025. [doi]

Spectral ensemble clustering from graph reconstruction with auto-weighted clusterXiaojun Yang, Zhenhao Zheng, Jieming Xie, Weihao Zhao, Jingjing Xue, Feiping Nie 0001. prl, 196:243-249, 2025. [doi]

Multitype view of knowledge contrastive learning for recommendationXiao-Jun Yang, Yang-Hui Wu, Zhi-hao Zhang, Jing Wang 0023, Feiping Nie 0001. NN, 181:106690, 2025. [doi]

Semi-supervised pivotal-aware nonnegative matrix factorization with label and pairwise constraint propagation for data clusteringXiaojun Yang, Tuoji Zhu, Siyuan Peng, Feiping Nie 0001, Zhiping Lin 0001. PR, 157:110933, 2025. [doi]

Pseudo-Label Guided Bidirectional Discriminative Deep Multi-View Subspace ClusteringYongbo Yu, Zhoumin Lu, Feiping Nie 0001, Weizhong Yu, Zongcheng Miao, Xuelong Li 0001. tkde, 37(7):4213-4224, July 2025. [doi]

PRformer: Pyramidal recurrent transformer for multivariate time series forecastingYongbo Yu, Weizhong Yu, Feiping Nie 0001, Zongcheng Miao, Ya Liu, Xuelong Li. NN, 191:107769, 2025. [doi]

Outlier Resistant Fuzzy Clustering via Row Sparse Discriminative Embedding ProjectionXinru Zhang, Zhenyu Ma, Jingyu Wang 0002, Feiping Nie 0001, Xuelong Li 0001. spl, 32:3735-3739, 2025. [doi]

Toward Balance Adaptive Weighted Ensemble ClusteringRunxin Zhang, Xia Wu 0001, Huimin Chen, Guanxiong He, Zheng Wang 0037, Rong Wang 0001, Feiping Nie 0001. tcsv, 35(6):5279-5292, June 2025. [doi]

Structured multi-view k-means clusteringZitong Zhang, Xiaojun Chen 0006, Chen Wang 0032, Ruili Wang, Wei Song, Feiping Nie 0001. PR, 160:111113, 2025. [doi]

A Structured Bipartite Graph Learning method for ensemble clusteringZitong Zhang, Xiaojun Chen 0006, Chen Wang 0032, Ruili Wang, Wei Song, Feiping Nie 0001. PR, 160:111133, 2025. [doi]

Anchor-based fast spectral ensemble clusteringRunxin Zhang, Shuaijun Hang, Zhensheng Sun, Feiping Nie 0001, Rong Wang 0001, Xuelong Li 0001. inffus, 113:102587, 2025. [doi]

Enhancing Clustering Performance With Tensorized High-Order Bipartite Graphs: A Structured Graph Learning ApproachZihua Zhao, Zhe Cao, Haonan Xin, Rong Wang 0001, Danyang Wu, Zheng Wang 0037, Feiping Nie 0001. tcsv, 35(3):2616-2631, March 2025. [doi]

Balanced and Discrete Multi-View Clustering With Adaptive Graph LearningMingyu Zhao, Feiping Nie 0001, Cong Wang 0033, Xuelong Li 0001. tcsv, 35(10):9789-9803, October 2025. [doi]

Structured Graph-Based Ensemble ClusteringXuan Zheng, Yihang Lu, Rong Wang 0001, Feiping Nie 0001, Xuelong Li 0001. tkde, 37(6):3728-3738, June 2025. [doi]

Compactness score: a fast filter method for unsupervised feature selectionPeican Zhu, Xin Hou, Keke Tang, Zhen Wang 0004, Feiping Nie 0001. anor, 348(1):299-315, May 2025. [doi]

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