Photo


 Xin-Shun Xu

 PhD, Professor

 MIMA Group
 School of Software
,
 Shandong University, Jinan, China

Chinese Version
 


Sections:
Biography
Research Interest
Publications
Projects
Courses
Correspondence
Links:
CFP
AI Datasets
IEEE
ACM
 
 
Biography
 

Currently I am a professor at the School of Software, Shandong University and  a leader of MIMA (Machine Intelligence and Media Analysis) Group. 

I received my M.S. degree in Computer Science from Shandong University, China in 2002, and Ph.D. degree in computer science from University of Toyama, Japan in 2005. In the same year, I joined School of Computer Science and Technology of Shandong University as an associate professor.  From 2009 to 2012, I was a postdoctoral fellow in LAMDA Group, led by professor Zhi-Hua Zhou.


Research Interest
 
My research interests include: machine learning,  information retrieval, computational intelligence,  pattern recognition, data mining, etc. Now, I am working on learning to hash, multi-instance Learning, multi-label learning, semi-supervised learning, ensemble learning, deep learning and media content analysis & retrieval.

Selected Publications (*Corresponding author)
 

Chuan-Xiang Li, Zhen-Duo Chen, Peng-Fei Zhang, Xin Luo, Liqiang Nie, Wei Zhang and Xin-Shun Xu*. SCRATCH: A Scalable Discrete Matrix Factorization Hashing for Cross-Modal Retrieval. ACM International Conference on Multimedia (MM'18), 2018. (Accepted)

Yangyang Guo, Zhiyong Cheng, Liqiang Nie, Xin-Shun Xu and Mohan Kankanhalli. Multi-modal preference modeling for product search. ACM International Conference on Multimedia (MM'18), 2018. (Accepted)

Heyan Huang, Xiaochi Wei, Liqiang Nie, Xianling Mao and Xin-Shun Xu. From question to text: Question-oriented feature attention for answer selection. ACM Transactions on Information System, 2018. (Accepted)

Xin Luo, Xiao-Ya Yin, Liqiang Nie, Xuemeng Song, Yongxin Wang and Xin-Shun Xu*. SDMCH: Supervised discrete manifold-embedded cross-modal hashing. International Joint Conference on Artificial Intelligence (IJCAI'18), 2018. (Accepted)

Xin Luo, Liqiang Nie, Xiangnan He, Ye Wu, Zhen-Duo Chen and Xin-Shun Xu*. Fast scalable supervised hashing. International ACM SIGIR Conference of Research and Development in Information Retrieval (SIGIR'18), 2018. (Accepted)

Wenjie Wang, Minlie Huang, Xin-Shun Xu, Fumin Shen and Liqiang Nie. Chat more: Deepening and widening the chatting topic via a deep model. International ACM SIGIR Conference of Research and Development in Information Retrieval (SIGIR'18), 2018. (Accepted)

Ye Wu, Xin Luo, Xin-Shun Xu*, Shanqing Guo and Yuliang Shi. Dictionary learning based supervised discrete hashing for cross-media retrieval.  ACM International Conference on Multimedia Retrieval  (ICMR'18), 2018.

Xin Luo, Peng-Fei Zhang, Ye Wu, Zhen-Duo Chen, Hua-Junjie Huang and Xin-Shun Xu*. Asymmetric discrete cross-modal hashing. ACM International Conference on Multimedia Retrieval  (ICMR'18), 2018.

Xin Luo, Ye Wu, Wan-Jin Yu and Xin-Shun Xu*. Class consistent hashing for fast web data searching. World Wide Web, 2018. (Online version available) 

Xin Luo, Ye Wu and Xin-Shun Xu*. Scalable supervised discrete hashing for large-scale search. International World Wide Web Conference (WWW'18), 2018.

Zhen-Duo Chen, Wan-Jin Yu, Chuan-Xiang Li, Liqiang Nie and Xin-Shun Xu*. Dual deep neural networks cross-modal hashing. AAAI Conference on Artificial Intelligence (AAAI'18), 2018.

Peng-Fei Zhang, Chuan-Xiang Li, Meng-Yuan Liu, Liqiang Nie and Xin-Shun Xu*. Semi-relaxation supervised hashing for cross-modal retrieval. ACM International Conference on Multimedia (MM'17), 2017.

Rui Yang, Yuliang Shi and Xin-Shun Xu*. Discrete multi-view hashing for effective image retrieval. ACM International Conference on Multimedia Retrieval (ICMR'17), 2017.

Hua-Junjie Huang, Rui Yang, Chuan-Xiang Li, Yuliang Shi, Shanqing Guo and Xin-Shun Xu*. Supervised cross-modal hashing without relaxation, IEEE International Conference on Multimedia Expo (ICME '17), 2017.

Xin Luo, Zhen-Duo Chen, Gao-Yuan Du and Xin-Shun Xu*. Improving hashing by leveraging multiple layers of deep neural networks. International Conference on Neural Information Processing (ICONIP'17), 2017.

Peng-Fei Zhang, Hao-Yi Wu and Xin-Shun Xu*. A dual-CNN model for multi-label classification by leveraging co-occurrence dependencies between labels. Pacific-Rim Conference on Multimedia (PCM'17), 2017.

Lu Feng, Xin-Shun Xu*, Shanqing Guo and Xiaolin Wang. Supervised class graph preserving hashing for image retrieval and classification. International Conference on Multimedia Modelling (MMM'17), 2017.

Guan-Qun Yang, Xin-Shun Xu*, Shanqing Guo and Xiaolin Wang. M3LH: Multi-modal multi-label hashing for large scale data search. International Conference on Multimedia Modelling (MMM'17), 2017.

Xin-Shun Xu, Xiao-Long Liang, Guan-Qun Yang, Xiaolin Wang, Shanqing Guo and Yuliang Shi. SOMH: A self-organizing map based topology preserving hashing method. Neurocomputing, 236: 56-64, 2017. 

Ting-Kun Yan, Xin-Shun Xu*, Shanqing Guo, Zi Huang and Xiaolin Wang. Supervised robust discrete multimodal hashing for cross-media retrieval. ACM International Conference on Information and Knowledge Management (CIKM'16), 2016.

Jian Wang, Xin Luo, Xin-Shun Xu*. Dictionary learning based hashing for cross-modal retrieval. ACM International Conference on Multimedia (MM'16), 2016.

Xiao-Long Liang, Xin-Shun Xu*, Lizhen Cui, Shanqing Guo, Xiaolin Wang. SOMH: A self-organizing map based topology preserving hashing method. In: Proceedings of International Conference on Multimedia Modelling (MMM'16), 2016. 

Jian Wang, Xin-Shun Xu*, Shanqing Guo, Lizhen Cui, Xiaolin Wang. Linear unsupervised hashing for ANN search in Euclidean space. Neurocomputing, 171: 283-292, 2016.

Yao Yang, Xin-Shun Xu*, Xiaolin Wang, Shanqing Guo, Lizhen Cui. Hashing multi-instance data from bag and instance level. In: Proceeding of Asia-Pacific Web Conference (APWeb'15), 2015.

Sheng-Sheng Wang, Zi Huang, Xin-Shun Xu*. A multi-label least-squares hashing for scalable image search. In: Proceedings of SIAM International Conference on Data Mining (SDM'15), Vancouver, CA, 2015.

Jianfeng Wang, Jingdong Wang, Jingkuan Song, Xin-Shun Xu, Heng Tao Shen, Shipeng Li. Optimized cartesian K-Means. IEEE Transactions on Knowledge and Data Engineering, 27(1): 180-192, 2015.

Litao Yu, Jie Shao, Xin-Shun Xu, Heng Tao Shen. Max-margin adaptive model for complex video pattern  recognition. Multimedia Tools and Application, 74(2): 505-521, 2015.

Hong-Mei Hou, Xin-Shun Xu*, Xiao-Lin Wang. Joint-Rerank: A novel method for image search reranking. Multimedia Tools and Applications, 74(4): 1423-1442, 2015.

Xin-Chao Xu, Xin-Shun Xu*, Yafang Wang, Xiaolin Wang.  A heterogenous automatic feedback semi-supervised method for image reranking. In: Proceedings of the 22nd ACM International Conference on Information and Knowledge Management (CIKM'13), CA, USA, 2013.

Xin-Shun Xu*, Ying-Xin Li. Semi-supervised clustering algorithm for haplotype assembly problem based on MEC model. International Journal on Data Mining and Bioinformatics, 6(4): 429-446, 2012.

Xin-Shun Xu*, Yuan Jiang, Xiangyang Xue, Zhi-Hua Zhou. Semi-supervised multi-instance multi-label learning approach for video annotation task. In: Proceedings of the 20th ACM International Conference on Multimedia (MM'12), Nara, Japan, 2012.

Gang Wang, Xin-Shun Xu*. Joint-Rerank: A novel method for image search reranking. In: Proceedings of ACM International Conference on Multimedia Retrieval (ICMR'12), HongKong, 2012.

Xin-Shun Xu*, Xiangyang Xue, Zhi-Hua Zhou. Ensemble multi-instance multi-label learning approach for video annotation task. In: Proceedings of the 19th ACM International Conference on Multimedia (MM'11), Scottsdale, AZ, 2011.

Xin-Shun Xu*, Yuan Jiang, Liang Peng, Xiangyang Xue, Zhi-Hua Zhou. Ensemble approach based on conditional random field for multi-label image and video annotation. In: Proceedings of the 19th ACM International Conference on Multimedia (MM'11), Scottsdale, AZ, 2011.

Xinshun Xu*, Jun Ma, An efficient simulated annealing algorithm for the minimum vertex cover problem. Neurocomputing, 69(7-9): 913-916, 2006.

Xinshun Xu*, Zheng Tang, Jiahai Wang, A method to improve the transiently chaotic neural network. Neurocomputing, 67: 456-463, 2005.

Xinshun Xu*, Zheng Tang, RongLong Wang, XuGang Wang, A new motion equation for the minimum vertex cover problem. Neurocomputing, 56: 441-446, 2004.

Xinshun Xu*, Zheng Tang, Jiahai Wang, An improved transiently chaotic neural network for the maximum independent set problem. International Journal of Neural Systems, 14(6): 381-392, 2004.


Projects

 

Now, my research is supported by NSFC, Program for New Century Excellent Talents in University, SD-NSF,  IIFSDU, and CPSF etc.

Courses

 

2013    Operating System

              Computational Intelligence

              Professional English

              Machine Learning                      


Academic Activities
 

Organization Services

Chair

Vice Chair

Academic Committee Member

Technical Committee Member

 

 

 

Conference Services

Program Committee Member

 

 

 

 

 

 

 

 

 

 

 

 

Organization Committee Chair

 

 

 

 

 

Journal Services

Reviewers

 

 

CCF Young Computer Scientists & Engineers Forum @ Jinan (YOCSEF JINAN)

CCF Young Computer Scientists & Engineers Forum @ Jinan (YOCSEF JINAN)

CCF Young Computer Scientists & Engineers Forum @ Jinan (YOCSEF JINAN)

CAAI Machine Learning Technical Committee

CCF Multiple-Valued and Fuzzy Logic Technical Committee

CCF Artificial Intelligence & Pattern Recognition Technical Committee

CCF Computer Vision Technical Committee

 

AAAI Conference on Artificial Intelligence

ACM International Conference on Information and Knowledge Management

ACM International Conference on Multimedia

IEEE International Conference on Tools with Artificial Intelligence

International Conference on Signal Processing and Multimedia

International Conference on Pattern Recognition Applications and Methods

IEEE International Conference on Systems, Man, and Cybernetics

China Conference on Machine Learning

China Conference on Information Retrieval

China Conference on Data Ming

Pacific-rim Conference on Multimedia

CCF Big Data

 

International Conference on Natural Computation

International Conference on Fuzzy Systems and Knowledge Discovery

China Conference on Machine Learning

China Conference on Information Retrieval

Vision And Learning Seminar (with Junyu Dong, Yilong Yin and Peng Ren)

 

 

ACM Transactions on Multimedia Computing Communications and Applications

ACM Transactions on Intelligent Systems and Technology

IEEE Transactions on Knowledge and Data Engineering

IEEE Transactions on Image Processing

IEEE Transactions on Cybernetics

Knowledge-Based Systems

Neurocomputing

Multimedia Tools and Applications

Signal Processing

Journal of Computer Research and Development

Journal of Software

Chinese Journal of Computers

Journal of Image and Graphics

SCIENCE CHINA Information Sciences

 

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Correspondence
 
Mail:

Xin-Shun Xu
Mailbox 26

School of Computer Science and Technology
Shandong University
Jinan 250101, China

Office:
210, 2-B Building, Software Campus of Shandong University
URL:
http://mima.sdu.edu.cn/members/~xinshunxu/
Email:
xuxinshun@sdu.edu.cn

 
Last modified: Aug 31, 2012