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Convex Subspace Clustering by Adaptive Block Diagonal Representation

Sep 22, 2020
Yunxia Lin, Songcan Chen

* 13 pages, 11 figures, 8 tables 

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Unsupervised Domain Adaptation with Progressive Adaptation of Subspaces

Sep 01, 2020
Weikai Li, Songcan Chen


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Accelerated Stochastic Gradient-free and Projection-free Methods

Aug 10, 2020
Feihu Huang, Lue Tao, Songcan Chen

* Accepted to ICML 2020, 34 pages 

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Faster Stochastic Alternating Direction Method of Multipliers for Nonconvex Optimization

Aug 10, 2020
Feihu Huang, Songcan Chen, Heng Huang

* Published in ICML 2019, 43 pages. arXiv admin note: text overlap with arXiv:1907.13463 

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A Concise yet Effective model for Non-Aligned Incomplete Multi-view and Missing Multi-label Learning

May 03, 2020
Xiang Li, Songcan Chen

* 9 pages, 4 figures 

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A Centroid Auto-Fused Hierarchical Fuzzy c-Means Clustering

Apr 27, 2020
Yunxia Lin, Songcan Chen

* 12 pages, accepted by IEEE Transactions on Fuzzy Systems 

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Global Expanding, Local Shrinking: Discriminant Multi-label Learning with Missing Labels

Apr 08, 2020
Zhongchen Ma, Songcan Chen


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Unsupervised Domain Adaptation Through Transferring both the Source-Knowledge and Target-Relatedness Simultaneously

Mar 24, 2020
Qing Tian, Chuang Ma, Meng Cao, Songcan Chen


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Domain Adaptation Through Transferring both the Source-Knowledge and Target-Relatedness Simultaneously

Mar 18, 2020
Qing Tian, Chuang Ma, Meng Cao, Songcan Chen


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A Multi-view Perspective of Self-supervised Learning

Feb 22, 2020
Chuanxing Geng, Zhenghao Tan, Songcan Chen


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Visual and Semantic Prototypes-Jointly Guided CNN for Generalized Zero-shot Learning

Aug 14, 2019
Chuanxing Geng, Lue Tao, Songcan Chen


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Zeroth-Order Stochastic Alternating Direction Method of Multipliers for Nonconvex Nonsmooth Optimization

May 29, 2019
Feihu Huang, Shangqian Gao, Songcan Chen, Heng Huang

* To Appear in IJCAI 2019 

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Doubly Aligned Incomplete Multi-view Clustering

Mar 07, 2019
Menglei Hu, Songcan Chen

* 8 pages, IJCAI2018 

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One-Pass Incomplete Multi-view Clustering

Mar 02, 2019
Menglei Hu, Songcan Chen

* 9 pages, published in the AAAI 2019 

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Faster Gradient-Free Proximal Stochastic Methods for Nonconvex Nonsmooth Optimization

Feb 16, 2019
Feihu Huang, Bin Gu, Zhouyuan Huo, Songcan Chen, Heng Huang

* AAAI-2019, 22 pages 

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Recent Advances in Open Set Recognition: A Survey

Nov 21, 2018
Chuanxing Geng, Sheng-jun Huang, Songcan Chen

* This is a preliminary and will be kept updated, any suggestions and comments are welcome (gengchuanxing@nuaa.edu.cn

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Collective decision for open set recognition

Oct 26, 2018
Chuanxing Geng, Songcan Chen

* Rethinking the nature of this work, we replace the original title of this article with "Collective decision for open set recognition", to further emphasize that our main contribution here is to present a collective/batch decision strategy for open set recognition, which has been detailed in the new manuscript 

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Multi-target Unsupervised Domain Adaptation without Exactly Shared Categories

Sep 17, 2018
Huanhuan Yu, Menglei Hu, Songcan Chen


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Active Feature Acquisition with Supervised Matrix Completion

Jun 05, 2018
Sheng-Jun Huang, Miao Xu, Ming-Kun Xie, Masashi Sugiyama, Gang Niu, Songcan Chen

* 9 pages, 8 figures 

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Mini-Batch Stochastic ADMMs for Nonconvex Nonsmooth Optimization

May 14, 2018
Feihu Huang, Songcan Chen

* 24 pages, 11 figures and 4 tables 

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Stochastic Alternating Direction Method of Multipliers with Variance Reduction for Nonconvex Optimization

Jul 26, 2017
Feihu Huang, Songcan Chen, Zhaosong Lu

* 34 pages, 4 figures and 2 tables 

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Linear Convergence of Accelerated Stochastic Gradient Descent for Nonconvex Nonsmooth Optimization

Apr 26, 2017
Feihu Huang, Songcan Chen

* 21 pages, 3 figures and 1 table 

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Joint Gender Classification and Age Estimation by Nearly Orthogonalizing Their Semantic Spaces

Sep 14, 2016
Qing Tian, Songcan Chen


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A Unified Gender-Aware Age Estimation

Sep 13, 2016
Qing Tian, Songcan Chen, Xiaoyang Tan


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Tri-Subject Kinship Verification: Understanding the Core of A Family

Jul 21, 2015
Xiaoqian Qin, Xiaoyang Tan, Songcan Chen


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Joint Representation Classification for Collective Face Recognition

May 18, 2015
Liping Wang, Songcan Chen

* 20 pages, 5 figures, 3 tables; 4 algorithms, 2 lemmas and 2 theorems 

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