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Bin Li
Centre for Quantum Computation & Intelligent Systems (QCIS) University of Technology Sydney (UTS) PO Box 123, Broadway NSW 2007, Australia
Email: libin82cn [AT] gmail [DOT] com
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News
[JOB] Postdoc Fellow positions in Data Mining and Social Computing at Paris, France [link]
[NEW] A Brief Survey on "Cross-Domain Collaborative Filtering" is available [paper]
[NEW] A Book Chapter "Transfer Learning for Collaborative Filtering and Link Prediction" (in Chinese) is available [article]
Biography
Dr Bin Li is a research fellow with the QCIS Centre, UTS (Sydney, Australia), working with Prof Xingquan Zhu. Before joining UTS, he worked at the Institut TELECOM SudParis (Paris, France). He received his PhD degree from Fudan University (Shanghai, China) in 2009, supervised by Prof Xiangyang Xue. Dr Bin Li's research interests include Machine Learning and Data Mining as well as their applications to Recommender Systems, Social Media Mining, and Ubiquitous Computing.
Selected Publications
Conference Papers
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Bin Li, Cross-Domain Collaborative Filtering: A Brief Survey, in Proc of the 23rd IEEE Int'l Conf on Tools with Artificial Intelligence (ICTAI 2011), pp:1085-1086. [paper]
- Ruijiang Li, Bin Li, Cheng Jin, Xiangyang Xue, and Xingquan Zhu, Tracking User-Preference Varying Speed in Collaborative Filtering, in Proc of the 25th AAAI Conf on Artificial Intelligence (AAAI 2011), pp.133-138. [link]
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Bin Li, Xingquan Zhu, Ruijiang Li, Chengqi Zhang, Xiangyang Xue, and Xindong Wu, Cross-Domain Collaborative Filtering over Time, in Proc of the 22nd Int'l Joint Conf on Artificial Intelligence (IJCAI 2011), pp:2293-2298. [paper][codes]
- Bin Li, Qiang Yang, and Xiangyang Xue, Transfer Learning for Collaborative Filtering via a Rating-Matrix Generative Model, in Proc of the 26th Int'l Conf on Machine Learning (ICML 2009), pp:617-624. [paper][codes][video]
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Bin Li, Qiang Yang, and Xiangyang Xue, Can Movies and Books Collaborate? Cross-Domain Collaborative Filtering for Sparsity Reduction, in Proc of the 21st Int'l Joint Conf on Artificial Intelligence (IJCAI 2009), pp:2052-2057. [paper]
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Bin Li, Mingmin Chi, Jianping Fan, and Xiangyang Xue, Support Cluster Machine, in Proc of the 24th Int'l Conf on Machine Learning (ICML 2007), pp:505-512. [paper][demo][video]
Journal Papers
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Xingquan Zhu, Bin Li, Xindong Wu, Dan He, and Chengqi Zhang, CLAP: Collaborative Pattern Mining for Distributed Information Systems, Decision Support Systems, 52(1):40-51, 2011. [link]
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Qiang Yang, Vincent W. Zheng, Bin Li, and Hankz Hankui Zhuo, Transfer Learning by Reusing Structured Knowledge, AI Magazine, 32(2):95-106, 2011. [link]
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Shile Zhang, Bin Li, and Xiangyang Xue, Semi-Automatic Dynamic Auxiliary-Tag-Aided Image Annotation, Pattern Recognition, 43(2):470-477, 2010. [link]
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Bin Li, Xiangyang Xue, and Jianping Fan, A Robust Incremental Learning Framework for Accurate Skin Region Segmentation in Color Images, Pattern Recognition, 40(12):3621-3632, 2007. [paper][demo]
Workshop Papers
- Bin Li, Daqing Zhang, Lin Sun, Chao Chen, Shijian Li, Guande Qi, and Qiang Yang, Hunting or Waiting? Discovering Passenger-Finding Strategies from a Large-scale Real-world Taxi Dataset, in Proc of IEEE PerCom Workshops 2011, pp:63-68. [paper] * This paper was featured in IEEE Spectrum [link]
Book Chapters
- Bin Li, Xingquan Zhu, and Qiang Yang, Transfer Learning for Collaborative Filtering and Link Prediction (in Chinese), in Machine Learning and Applications 2011, Zhi-Hua Zhou and Qiang Yang (eds.), Chapter 3, pp.33-50, Tsinghua University Press, 2011. [article]
Professional Activities
Co-Organizer & PC Member
- Workshop Co-Organizer: ICDM-11 Workshop on Mining Multiple Information Sources (MMIS-11)
- Special Session Co-Chair: The 23rd IEEE Int'l Conf on Tools with Artificial Intelligence (ICTAI-11)
- Publicity Co-Chair: The 23rd IEEE Int'l Conf on Tools with Artificial Intelligence (ICTAI-11)
- PC Member: The 20th ACM Conf on Information and Knowledge Management (CIKM-11)
- PC Member: The 23rd IEEE Int'l Conf on Tools with Artificial Intelligence (ICTAI-11)
Journal Reviewer
- ACM Transactions on Intelligent Systems and Technology (TIST)
- (Elsevier) Knowledge-Based Systems
- (Elsevier) Neurocomputing
- EURASIP Journal on Advances in Signal Processing
- IEEE Transactions on Knowledge and Data Engineering (TKDE)
- (Springer) Frontiers of Computer Science in China
- (Springer) Social Network Analysis and Mining
Last update: 18-11-2011 |
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