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Representative Task Self-Selection for Flexible Clustered Lifelong Learning 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2021, 页码: 1-15
Authors:  Sun G(孙干);  Cong Y(丛杨);  Wang QQ(王倩倩);  Zhong BN(钟必能);  Fu Y(付昀)
Adobe PDF(4768Kb)  |  Favorite  |  View/Download:29/2  |  Submit date:2021/01/17
Clustering analysis  lifelong machine learning  multitask learning (MTL)  transfer learning  
Continual Multiview Task Learning via Deep Matrix Factorization 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2021, 卷号: 32, 期号: 1, 页码: 139-150
Authors:  Sun G(孙干);  Cong Y(丛杨);  Zhang, Yulun;  Zhao GS(赵国帅);  Fu Y(付昀)
Adobe PDF(2443Kb)  |  Favorite  |  View/Download:21/1  |  Submit date:2021/01/24
Deep matrix factorization  lifelong machine learning  multiview learning  sparse subspace learning  
Multilinear Multitask Learning by Rank-Product Regularization 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 4, 页码: 1336-1350
Authors:  Zhao Q(赵谦);  Rui, Xiangyu;  Han Z(韩志);  Meng DY(孟德宇)
Adobe PDF(2338Kb)  |  Favorite  |  View/Download:140/37  |  Submit date:2020/05/03
Multilinear  multitask learning (MTL)  rank product  tensor sparsity  
基于在线学习的多任务方法研究 学位论文
博士, 沈阳: 中国科学院沈阳自动化研究所, 2019
Authors:  孙干
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终身机器学习  多任务学习  在线学习  度量学习  迁移学习  
Lifelong Metric Learning 期刊论文
IEEE Transactions on Cybernetics, 2019, 卷号: 49, 期号: 8, 页码: 3168-3179
Authors:  Sun G(孙干);  Cong Y(丛杨);  Liu J(刘霁);  Liu LQ(刘连庆);  Xu XW(徐晓伟);  Yu HB(于海斌)
Adobe PDF(1858Kb)  |  Favorite  |  View/Download:316/81  |  Submit date:2018/07/31
Lifelong Learning  Metric Learning  Multi-task Learning  Low-rank Subspace  
Robust Lifelong Multi-task Multi-view Representation Learning 会议论文
2018 IEEE International Conference on Big Knowledge (ICBK), Singapore, November 17-18, 2018
Authors:  Sun G(孙干);  Cong Y(丛杨);  Li, Jun;  Fu, Yun
Adobe PDF(2490Kb)  |  Favorite  |  View/Download:139/31  |  Submit date:2018/12/27
Lifelong machine learning  Multi-view learning  Multi-task Learning  Online learning  
Active Lifelong Learning with “Watchdog” 会议论文
32nd AAAI Conference on Artificial Intelligence (AAAI-18), New Orleans, Louisiana, USA, February 2-7, 2018
Authors:  Sun G(孙干);  Cong Y(丛杨);  Xu XW(徐晓伟)
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Clustered Lifelong Learning via Representative Task Selection 会议论文
2018 IEEE International Conference on Big Knowledge (ICBK), Singapore, November 17-18, 2018
Authors:  Sun G(孙干);  Cong Y(丛杨);  Kong, Yu;  Xu XW(徐晓伟)
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Lifelong Learning  Clustering Analysis  Multi-task Learning  Transfer Learning  
Dual Graph Regularized Discriminative Multitask Tracker 期刊论文
IEEE Transactions on Multimedia, 2018, 卷号: 20, 期号: 9, 页码: 2303-2315
Authors:  Fan BJ(范保杰);  Cong Y(丛杨);  Tang YD(唐延东)
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Multi-task Tracker  Discriminative Low Rank Learning  Geometric Structure Information  Graph Regularization  Collaborate Metric  
Structured and weighted multi-task low rank tracker 期刊论文
PATTERN RECOGNITION, 2018, 卷号: 81, 页码: 528-544
Authors:  Fan BJ(范保杰);  Li XM(李小毛);  Cong Y(丛杨);  Tang YD(唐延东)
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Robust multi-subtask learning  Structured and weighted low rank  Group-sparsity regularization  Normalized collaboration metric