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姓名:龙明盛
职务:助理教授
邮件:longmingsheng@gmail.com, mingsheng@tsinghua.edu.cn
地址:清华大学东配楼11区413室
主页:http://ise.thss.tsinghua.edu.cn/~mlong

教育背景

2008年9月至2014年7月,清华大学计算机系,博士
2004年9月至2008年7月,清华大学电机系,学士

工作履历

2017年3月至今,大数据系统软件国家工程实验室,大数据分析研究组组长
2016年7月至今,清华大学软件学院,助理教授
2014年9月至2015年10月,加州大学伯克利分校计算机系,访问学者
2014年7月至2016年7月,清华大学软件学院,博士后

 

学术兼职

ACM会员,IEEE会员,CCF会员,CAAI会员
国际会议联合主席:NIPS Workshop on Transfer and Multi-Task Learning
国际会议程序委员会委员:ICML,NIPS,ACM KDD,ACM MM,IJCAI,ACM CIKM等
国际期刊审稿人:IEEE TPAMI,IEEE TKDE,IEEE TIP,IEEE TNNLS,ACM TKDD,ACM TIST,ACM TOMM,Artificial Intelligence,Machine Learning,Pattern Recognition,Information Sciences等

研究领域

机器学习,深度学习,大数据分析

奖励与荣誉

2016年,中国人工智能学会优秀博士学位论文
2014年,清华大学优秀博士学位论文
2012年,SIAM SDM国际数据挖掘会议最佳论文提名

学术成果

发表论文20余篇,其中CCF A类论文18篇,谷歌学术引用600余次,主要科研成果详见个人主页:http://ise.thss.tsinghua.edu.cn/~mlong

代表性论文(*为通讯作者):

[1] Yunbo Wang, Mingsheng Long*, Jianmin Wang, Philip S. Yu. Spatiotemporal Pyramid Network for Video Action Recognition. In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. (CVPR 2017)

[2] Yue Cao, Mingsheng Long*, Jianmin Wang, Shichen Liu. Deep Visual-Semantic Quantization for Efficient Image Retrieval. In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. (CVPR 2017)

[3] Zhangjie Cao, Mingsheng Long*, Jianmin Wang, Qiang Yang. Transitive Hashing Network for Heterogeneous Multimedia Retrieval. In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), 2017. (AAAI 2017) (第一作者为三年级本科生)

[4] Mingsheng Long, Han Zhu, Jianmin Wang, Michael I. Jordan. Unsupervised Domain Adaptation with Residual Transfer Networks. In Proceedings of Advances in Neural Information Processing Systems (NIPS), Barcelona, Spain, 2016. (NIPS 2016)

[5] Mingsheng Long, Yue Cao, Jianmin Wang, Philip S. Yu. Composite Correlation Quantization for Efficient Multimodal Retrieval. In Proceedings of ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), Pisa, Italy, 2016. (SIGIR 2016)

[6] Yue Cao, Mingsheng Long*, Jianmin Wang, Qiang Yang, Philip S. Yu. Deep Visual-Semantic Hashing for Cross-Modal Retrieval. In Proceedings of ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), San Francisco, USA, 2016. (KDD 2016)

[7] Mingsheng Long, Jianmin Wang, Yue Cao, Jiaguang Sun, Philip S. Yu. Deep Learning of Transferable Representation for Scalable Domain Adaptation. IEEE Transactions on Knowledge and Data Engineering (TKDE), 28(8):2027-2040, 2016. (TKDE 2016)

[8] Mingsheng Long, Yue Cao, Jianmin Wang, Michael I. Jordan. Learning Transferable Features with Deep Adaptation Networks. In Proceedings of International Conference on Machine Learning (ICML), Lille, France, 2015. (ICML 2015)

[9] Mingsheng Long, Jianmin Wang, Jiaguang Sun, Philip S. Yu. Domain Invariant Transfer Kernel Learning. IEEE Transactions on Knowledge and Data Engineering (TKDE), 27(6):1519-1532, 2015. (TKDE 2015)

[10] Mingsheng Long, Jianmin Wang, Guiguang Ding, Dou Shen, Qiang Yang. Transfer Learning with Graph Co-Regularization. IEEE Transactions on Knowledge and Data Engineering (TKDE), 26(7):1805-1818, 2014. (TKDE 2014)

[11] Mingsheng Long, Jianmin Wang, Guiguang Ding, Sinno Jialin Pan, Philip S. Yu. Adaptation Regularization: A General Framework for Transfer Learning. IEEE Transactions on Knowledge and Data Engineering (TKDE), 26(5):1076-1089, 2014. (TKDE 2014) (Top 2%高引论文)

[12] Mingsheng Long, Jianmin Wang, Guiguang Ding, Jiaguang Sun, Philip S. Yu. Transfer Joint Matching for Unsupervised Domain Adaptation. In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014. (CVPR 2014)

[13] Mingsheng Long, Jianmin Wang, Guiguang Ding, Jiaguang Sun, Philip S. Yu. Transfer Feature Learning with Joint Distribution Adaptation. In Proceedings of IEEE International Conference on Computer Vision (ICCV), Sydney, Australia, 2013. (ICCV 2013)

[14] Mingsheng Long, Guiguang Ding, Jianmin Wang, Jiaguang Sun, Philip S. Yu. Transfer Sparse Coding for Robust Image Representation. In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013. (CVPR 2013)

[15] Mingsheng Long, Jianmin Wang, Guiguang Ding, Wei Cheng, Xiang Zhang, Wei Wang. Dual Transfer Learning. In Proceedings of SIAM International Conference on Data Mining (SDM), Anaheim, USA, 2012. (SDM 2012) (最佳论文提名)