Publications (DBLP| Google Scholar)

By Year >> | 2016| 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008 | 2007 | 2006 | 2005 | 2004 before |


2016

  • Large Scale Online Kernel Learning Jing Lu, Steven C. H. Hoi, Jialei Wang, Peilin Zhao, Zhi-Yong Liu Journal of Machine Learning Research (JMLR) 17(47) 1-43 2016 PDF, BibTeX, Webpage, Project
  • Collaborative Topic Regression for Online Recommender Systems: An Online and Bayesian Approach Chenghao Liu, Tao Jin, Steven C.H. Hoi, Peilin Zhao, Jianling Sun Machine Learning X X 2017 PDF, BibTeX, Webpage
  • Cost Sensitive Online Multiple Kernel Classification Doyen Sahoo, Peilin Zhao, Steven C.H. Hoi JMLR Workshop and Conference Proceedings (ACML2016) 63 65-80 2016 PDF, abstract, BibTeX
  • Online ARIMA Algorithms for Time Series Prediction Chenghao Liu, Steven C.H. Hoi, Peilin Zhao, Jianling Sun Proceedings of Thirtieth AAAI Conference on Artificial Intelligence (AAAI-16) Phoenix, Arizona USA February 12–17, 2016 PDF, BibTeX , supplement, Webpage
  • SOAL: Second-order Online Active Learning Shuji Hao, Peilin Zhao, Jing Lu, Steven C.H. Hoi, Chunyan Miao, Chi Zhang IEEE International Conference on Data Mining (ICDM2016) Barcelona Dec 12-15, 2016 PDF, BibTeX
  • Mobile App Tagging Ning Chen*, Steven C. H. Hoi, Shaohua Li, Xiaokui Xiao The 9th ACM International Conference on Web Search and Data Mining (WSDM2016) San Francisco, California, USA February 22-25, 2016 PDF, BibTeX , Webpage
  • Online Sparse Passive Aggressive Learning with Kernels Jing Lu, Peilin Zhao, Steven C.H. Hoi SIAM International Conference on Data Mining (SDM2016) Miami, Florida, USA 5-7 May, 2016 PDF, BibTeX
  • Temporal Kernel Descriptors for Learning with Time-sensitive Patterns Doyen Sahoo, Abhishek Sharmay, Steven C.H. Hoi, Peilin Zhao SIAM International Conference on Data Mining (SDM2016) Miami, Florida, USA 5-7 May, 2016 PDF, BibTeX
  • An Efficient Multi-Class Selective Sampling Algorithm on Graphs Yang Peng, Peilin Zhao, Hai Zhen, Wei Liu , Steven C.H. Hoi, Xiao-Li Li The Conference on Uncertainty in Artificial Intelligence (UAI2016) New York, NY, USA 25-29 June, 2016 PDF, BibTeX
  • On Effective Personalized Music Retrieval by Exploring Online User Behaviors Zhiyong Cheng, Jialie Shen, Steven C.H. Hoi ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR2016) Pisa, Tuscany, Italy 17-21 July, 2016 PDF, BibTeX
  • Online Passive-Aggressive Active learning Jing Lu, Peilin Zhao, Steven C. H. Hoi Machine Learning 103(2) 141-183 2016 PDF, BibTeX, abstract
  • Online Multi-modal Distance Metric Learning with Application to Image Retrieval Pengcheng Wu, Steven C. H. Hoi, Peilin Zhao, Chunyan Miao, Zhi-Yong Liu IEEE Transactions on Knowledge and Data Engineering (TKDE) 28(2) 454-467 2016. PDF, BibTeX, abstract, Webpage
  • OLPS: A Toolbox for On-Line Portfolio Selection Bin LI, Doyen Sahoo, Steven C. H. Hoi Journal of Machine Learning Research (JMLR) 17(35) 1-5 2016 PDF, BibTeX, Project , GitHub
  • HDIdx: High-Dimensional Indexing for Efficient Approximate Nearest Neighbor Search Ji Wan, Sheng Tang, Yongdong Zhang, Jintao Li, Pengcheng Wu, Steven C. H. Hoi Neurocomputing 17(35) 1-5 2016 PDF, BibTeX, Project , GitHub

2015

  • Online Portfolio Selection: Principles and Algorithms Bin Li, Steven C. H. Hoi CRC Press November 5, 2015 (212 Pages, ISBN 9781482249637) BibTeX, Project, CRC Book Webpage, Available on Amazon
  • Online Learning to Rank for Content-Based Image Retrieval Ji Wan, Pengcheng Wu, Steven C. H. Hoi, Peilin Zhao, Xingyu Gao, Dayong Wang, Yongdong Zhang, Jintao Li Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI2015) Buenos Aires, Argentina July 25-31, 2015 PDF, BibTeX
  • Semi-Universal Portfolios with Transaction Costs Dingjiang Huang, Yan Zhu, Bin Li, Shuigeng Zhou, Steven C. H. Hoi Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI2015) Buenos Aires, Argentina July 25-31, 2015 PDF, BibTeX , Project
  • SOLAR: Scalable Online Learning Algorithms for Ranking Jialei Wang, Ji Wan, Yongdong Zhang, Steven C. H. Hoi The 53rd annual meeting of the Association for Computational Linguistics (ACL2015) Beijing, China July 26-31, 2015 (oral, long paper) PDF, BibTeX
  • SimApp: A Framework for Detecting Similar Mobile Applications by Online Kernel Learning Ning Chen*, Steven C. H. Hoi, Shaohua Li, Xiaokui Xiao The Eighth ACM International WSDM Conference (WSDM2015) Shanghai, China January 31 – Feb 6, 2015 PDF, BibTeX , Webpage (Code+Dataset)
  • Cost-Sensitive Online Classification with Adaptive Regularization and Its Applications Peilin Zhao, Furen Zhuang, Min Wu, Xiao-Li Li, Steven C.H. Hoi IEEE International Conference on Data Mining (ICDM2015) Atlantic City, NJ, USA Nov 14-17, 2015 PDF, BibTeX
  • Learning Relative Similarity from Data Streams: An Active Online Learning Approach Shuji Hao, Peilin Zhao, Steven C.H. Hoi, Chunyan Miao 24th ACM International Conference on Information and Knowledge Management (CIKM2015) Melbourne, Australia Oct 19-23, 2015 PDF, BibTeX
  • An Adaptive Gradient Method for Online AUC Maximization Yi Ding, Peilin Zhao, Steven C. H. Hoi, Yew-Soon Ong Proceedings of The Twenty-Ninth AAAI Conference (AAAI15) Austin Texas, USA January 25–30, 2015 PDF, BibTeX
  • Reliable Patch Trackers: Robust Visual Tracking by Exploiting Reliable Patches Yang Li, Jianke Zhu, Steven C.H. Hoi Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR2015) Boston, USA June 8--10, 2015 PDF, BibTeX
  • Fast Object Retrieval Using Direct Spatial Matching Zhiyuan Zhong, Jianke Zhu, Steven C. H. Hoi IEEE Transactions on Multimedia 17(8) 1391-1397 2015. PDF, BibTeX,
  • Moving Average Reversion Strategy for On-Line Portfolio Selection Bin Li, Steven C.H. Hoi, Doyen Sahoo, Zhi-Yong Liu Artificial Intelligence (AIJ) 222 104-123 2015. PDF, BibTeX, abstract, Project

2014

  • LIBOL: a Library for Online Learning Algorithms Steven C. H. Hoi, Jialei Wang^, Peilin Zhao* Journal of Machine Learning Research (JMLR) 15(1) 495-499 2014 PDF, BibTeX, abstract, Project
  • Online Portfolio Selection: A Survey Bin Li* and Steven C.H. Hoi ACM Computing Surveys (CSUR) 46(3) 35:1--35:36 2014 PDF, BibTeX, abstract, Project
  • Online Transfer Learning Peilin Zhao, Steven C. H. Hoi, Jialei Wang, Bin Li Artificial Intelligence 216 76-102 2014 PDF, BibTeX, abstract, Project
  • Online Multiple Kernel Similarity Learning for Visual Search Hao Xia, Steven C.H. Hoi, Rong Jin, Peilin Zhao IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 36(3) 536-549 2014 PDF, BibTeX, abstract, Project
  • Retrieval-based Face Annotation by Weak Label Regularized Local Coordinate Coding Dayong Wang*, Steven C.H. Hoi, Ying He, Jianke Zhu, Tao Mei, Jiebo Luo IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 36(3) 550-563 2014 PDF, BibTeX, abstract, Project
  • Cost-Sensitive Online Classification Jialei Wang^, Peilin Zhao*, Steven C.H. Hoi IEEE Transactions on Knowledge and Data Engineering (TKDE) 26(10) 2425-2438 2014 PDF, BibTeX, abstract, Webpage, Project
  • Online Feature Selection and Its Applications Jialei Wang^, Peilin Zhao*, Steven C.H. Hoi, Rong Jin IEEE Transactions on Knowledge and Data Engineering (TKDE) 26(3) 698-710 2014 PDF, BibTeX, abstract, Code & Data, Web
  • Mining Weakly-Labeled Web Facial Images for Search-Based Face Annotation Dayong Wang*, Steven C.H. Hoi, Ying He, Jianke Zhu IEEE Transactions on Knowledge and Data Engineering (TKDE) 26(1) 166-179 2014 PDF, BibTeX, abstract, Project
  • Collaborative Online Multitask Learning Guangxia Li, Steven C. H. Hoi, Kuiyu Chang, Wenting Liu, Ramesh Jain IEEE Transactions on Knowledge and Data Engineering (TKDE) 26(8) 1866-1876 2014 PDF, BibTeX,
  • Graph Matching by Simplified Convex-Concave Relaxation Procedure Zhiyong Liu, Hong Qiao, Xu Yang, Steven C. H. Hoi International Journal of Computer Vision (IJCV) 109(3) 169-186 2014 PDF, BibTeX,
  • Deep Learning for Content-Based Image Retrieval: A Comprehensive Study Ji Wan, Dayong Wang, Steven C.H. Hoi, P. Wu, J. Zhu, Y. Zhang, J. Li Proceedings of ACM Multimedia Conference (MM2014) Orlando, FL, USA November 3-7, 2014 PDF, BibTeX
  • Online Multiple Kernel Regression Doyen Sahoo, Steven C. H. Hoi, Bin Li Proceedings of ACM SIGKDD Conference (KDD2014) New York City, New York, USA August 24 - 27, 2014 PDF, BibTeX
  • Learning Relative Similarity by Stochastic Dual Coordinate Ascent Pengcheng Wu, Yi Ding, Peilin Zhao, Chunyan Miao, Steven C. H. Hoi Proceedings of AAAI 2014 Québec City, Québec, Canada July 27 -31, 2014 PDF, BibTeX
  • SOML: Sparse Online Metric Learning with Application to Image Retrieval Xingyu Gao, Steven C. H. Hoi, Yongdong Zhang, Ji Wan, Jintao Li Proceedings of AAAI 2014 Québec City, Québec, Canada July 27 -31, 2014 PDF, BibTeX
  • AR-miner: mining informative reviews for developers from mobile app marketplace Ning Chen, Jialiu Lin, Steven C. H. Hoi, Xiaokui Xiao, Boshen Zhang 36th International Conference on Software Engineering (ICSE'14) Hyderabad, India May 31 - June 07, 2014 PDF, BibTeX
  • Online Passive Aggressive Active Learning and Its Applications Peilin Zhao, Steven C.H. Hoi, Jing Lu The 6th Asian Conference on Machine Learning (ACML2014) Nha Trang, Vietnam November 26-28, 2014("Best Runner-up Paper Award") PDF, BibTeX

2013

    Conference Papers

  • Online Multimodal Deep Similarity Learning with Application to Image Retrieval Pengcheng Wu*, Steven C.H. Hoi, Hao Xia*, Peilin Zhao*, Dayong Wang*, Chunyan Miao Proceedings of the 21st ACM international conference on Multimedia (MM2013) Barcelona, Spain October 21-25, 2013 20% PDF, BibTeX
  • Second Order Online Collaborative Filtering Jing Lu, Steven C.H. Hoi, Jialei Wang^, Peilin Zhao* Journal of Machine Learning Research - Proceedings Track (ACML2013) Canberra, Australia November 13-15, 2013 PDF, BibTeX
  • Online Multi-Task Collaborative Filtering for On-the-Fly Recommender Systems Jialei Wang^, Steven C.H. Hoi, Peilin Zhao*, Zhi-yong Liu The ACM International Conference on Recommender Systems (RecSys2013) Hong Kong October 12-16, 2013 (oral) 34/143=23% PDF, BibTeX
  • Large Scale Online Kernel Classification Jialei Wang^, Steven C.H. Hoi, Peilin Zhao*, Jinfeng Zhuang*, Zhi-yong Liu The 23rd International Joint Conference on Artificial Intelligence (IJCAI2013) Beijing, China August 3-9, 2013 (oral)413/1473=28% PDF, BibTeX, Code, Project
  • Robust Median Reversion Strategy for On-Line Portfolio Selection Dingjiang Huang^, Junlong Zhou, Bin Li*, Steven C.H. Hoi, Shuigeng Zhou The 23rd International Joint Conference on Artificial Intelligence (IJCAI2013) Beijing, China August 3-9, 2013 413/1473=28% PDF, BibTeX, Code, Project
  • Cost-Sensitive Online Active Learning with Application to Malicious URL Detection Peilin Zhao*, Steven C.H. Hoi The 19th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) Chicago, US 11-14 August, 2013 126/726=17.4% PDF, BibTeX, Code, Project
  • Active Learning with Expert Advice Peilin Zhao*, Steven C.H. Hoi, Jinfeng Zhuang The Conference on Uncertainty in Artificial Intelligence (UAI2013) Bellevue, Washington, USA 11-15 July, 2013 (oral)73/233=31% PDF, BibTeX,
  • Learning to Name Faces: A Multimodal Learning Scheme for Search-Based Face Annotation Dayong Wang*, Steven C.H. Hoi, Pengcheng Wu*, Jianke Zhu, Ying He, Chunyan Miao The 36th Annual ACM SIGIR Conference (SIGIR2013) Dublin, Ireland 28 July - 1 August, 2013 (oral) 73/366=19.9% PDF, BibTeX, Project
  • FANS: Face Annotation by Searching Large-scale Web Facial Images Steven C.H. Hoi, Dayong Wang, I Yeu Cheng, Elmer Weijie Lin, Jianke Zhu, Ying He, Chunyan Miao The 22nd International World Wide Web Conference (WWW2013) Rio de Janeiro, Brazil 13th-17th May, 2013 (demo track) 22/78=28% PDF, BibTeX, DEMO, Project
  • Cost-Sensitive Double Updating Online Learning and Its Application to Online Anomaly Detection Peilin Zhao*, Steven C.H. Hoi SIAM International Conference on Data Mining (SDM2013) Austin, Texas, USA 2-4 May, 2013. 89/348 = 25.5% PDF, BibTeX,
  • Online Multi-modal Distance Learning for Scalable Multimedia Retrieval Hao Xia*, Pengcheng Wu*, Steven C.H. Hoi ACM International Conference on Web Search and Data Mining (WSDM2013) Rome 4-8 Feb, 2013 73/387=18%,oral:30/387=8% PDF, BibTeX,

  • Journal Articles

  • Online Multiple Kernel Classification Steven C.H. Hoi, Rong Jin, Peilin Zhao*, Tianbao Yang Machine Learning vol. 90, no. 2, 289-316, 2013. (In press) PDF, BibTeX, abstract, Code & Data , Project
  • Confidence Weighted Mean Reversion Strategy for On-Line Portfolio Selection Bin Li*, Steven C.H. Hoi, Peilin Zhao*, Vivek Gopalkrishnan ACM Transactions on Knowledge Discovery from Data (TKDD) vol. 7, no. 1, 4, 2 013 (A short version also appeared in AISTATS'11) PDF, BibTeX, abstract, Code & Data , Project
  • MKBoost: A Framework of Multiple Kernel Boosting Hao Xia*, Steven C.H. Hoi IEEE Transactions on Knowledge and Data Engineering (TKDE) vol. 25, no.7, 1574-1586, 2013 (A short version also appeared in SDM'11.) PDF, BibTeX, abstract, Project
  • Classification in P2P Networks with Cascade Support Vector Machines Hock Hee Ang, Vivekanand Gopalkrishnan, Steven C.H. Hoi, Wee Keong Ng ACM Transactions on Knowledge Discovery from Data (TKDD) vol. X, no. X X-X 2013 PDF, BibTeX,
  • Beta Atomic Contacts: Identifying Critical Specific Contacts in Protein Binding Interfaces Qian Liu*, Chee Keong Kwoh, Steven C.H. Hoi, PLOS ONE vol. X, no. X X-X 2013 (To appear) PDF, BibTeX,
  • Software Process Evaluation: A Machine Learning Framework with Application to Defect Management Process Ning Chen*, Steven C.H. Hoi, Xiaokui Xiao Empirical Software Engineering vol. X, no. X X-X 2013 (A short version also appeared in ASE'11) PDF, BibTeX, Project

2012

    Conference Papers

  • Exact Soft Confidence-Weighted Learning Jielei Wang^, Peilin Zhao*, Steven C.H. Hoi The 29th International Conference on Machine Learning (ICML2012) Edinburgh, Scotland June 26 - July 1, 2012 PDF, BibTeX, abstract, Project
  • Fast Bounded Online Gradient Descent Algorithms for Scalable Kernel-Based Online Learning Peilin Zhao*, Jielei Wang^, Steven C.H. Hoi, Rong Jin, Pengcheng Wu* The 29th International Conference on Machine Learning (ICML2012) Edinburgh, Scotland June 26 - July 1, 2012 PDF, BibTeX, abstract , Project
  • On-Line Portfolio Selection with Moving Average Reversion Bin Li*, Steven C.H. Hoi The 29th International Conference on Machine Learning (ICML2012) Edinburgh, Scotland June 26 - July 1, 2012 PDF, BibTeX, abstract, Project
  • Cost-Sensitive Online Classification Jialei Wang^, Peilin Zhao*, Steven C.H. Hoi, IEEE International Conference on Data Mining (ICDM2012) Brussels Dec 10-13, 2012. PDF, BibTeX, Project
  • PAMR: Passive-Aggressive Mean Reversion Strategy for Portfolio Selection Bin Li*, Peilin Zhao*, Steven C.H. Hoi, Vivekanand Gopalkrishnan Machine Learning vol. 87, no. 2 221-258 2012 PDF, BibTeX, abstract, Code & Data , Project
  • Boosting Multi-Kernel Locality-Sensitive Hashing for Scalable Image Retrieval Hao Xia*, Steven C.H. Hoi, Pengcheng Wu*, Rong Jin The 35th Annual International ACM SIGIR Conference (SIGIR2012) Portland, Oregon, USA 12-16 August, 2012 98/483=20% PDF, BibTeX,
  • BDUOL: Double Updating Online Learning on a Fixed Budget Peilin Zhao*, Steven C.H. Hoi The European Conference on Machine Learning (ECML-PKDD'12) Bristol, UK 24th-28th, September 2012 105/443=23.7% PDF,slides, poster,BibTeX,
  • A Unified Learning Framework for Auto Face Annotation by Mining Web Facial Images Dayong Wang*, Steven C.H. Hoi, Ying He The 21st ACM Conference on Information and Knowledge Management (CIKM2012) Hawaii, USA Oct, 2012 146/1088=13.4% PDF, BibTeX,
  • Online Kernel Selection: Algorithms and Evaluations Tianbao Yang, Mehrdad Mahdavi, Rong Jin, Jinfeng Yi, Steven C.H. Hoi The Twenty-Sixth Conference on Artificial Intelligence (AAAI-2012) Toronto, Ontario, Canada July, 2012 PDF, BibTeX,
  • Online Feature Selection for Big Data Mining Steven C.H. Hoi, Jialei Wang*, Peilin Zhao*, Rong Jin The 1st ACM SIGKDD Workshop on Big Data Mining (BigMine) Beijing, P.R. China Aug,2012 PDF, BibTeX,

  • Journal Articles

  • Learning Bregman Distance Functions for Semi-Supervised Clustering Lei Wu^, Steven C. H. Hoi, Rong Jin, Jianke Zhu, Nenghai Yu IEEE Transactions on Knowledge and Data Engineering (TKDE) vol. 24, no. 3 478-491 2012 (A short version also appeared in NIPS'09). PDF, BibTeX, abstract, Project
  • Modeling and Compressing 3-D Facial Expressions Using Geometry Videos Jiazhi Xia, Dao Thi Phuong Quynh*, Ying He, XiaoMing Chen, Steven C. H. Hoi IEEE Trans. Circuits Syst. Video Techn. (TCSVT) vol. 22, no. 1 77-90 2012 PDF, BibTeX, abstract
  • Predictive Handling of Asynchronous Concept Drifts in Distributed Environments H.H. Ang*, Vivek Gopalkrishnan, I. Zliobaite, Mykola Pechenizkiy, Steven C.H. Hoi IEEE Transactions on Knowledge and Data Engineering (TKDE) 2012 (In press) PDF, BibTeX,
  • Introduction to the Special Section on Distance Metric Learning in Intelligent Systems Steven C. H. Hoi, Rong Jin, Jinhui Tang, Zhi-Hua Zhou ACM Transactions on Intelligent Systems and Technology (TIST) vol. 3, no. 3 52 2012 PDF, BibTeX, abstract
  • B-cell Epitope Prediction through a Graph Model Liang Zhao*, Limsoon Wong, L. Lu, Steven C.H. Hoi, J. Li BMC Bioinformatics vol. X, no. X XX 2013 (In Press) PDF, BibTeX, abstract
  • Structural and functional analysis of multi-interface domains Liang Zhao*, Steven C.H. Hoi, Limsoon Wong, T. Hamp, B. Rost, J. Li PLOS ONE vol. X, no. X XX 2013 PDF, BibTeX, abstract

2011

    Conference Papers

  • Modeling Social Strength in Social Media Community via Kernel-based Learning Jinfeng Zhuang*, Tao Mei, Steven C.H. Hoi, Xian-Sheng Hua, Shipeng Li The 19th International Conference on Multimedia (MM2011) Scottsdale, Arizona, USA Nov 28 - Dec 1, 2011 17% PDF(corrected version), BibTeX
  • Retrieval-based Face Annotation by Weak Label Regularized Local Coordinate Coding Dayong Wang*, Steven C.H. Hoi, Ying He The 19th International Conference on Multimedia (MM2011) Scottsdale, Arizona, USA Nov 28 - Dec 1, 2011 17% PDF, BibTeX
  • Modeling 3D Articulated Motions with Conformal Geometry Videos D. Quynh*, Y. He, X. Chen, J. Xia, Q. Sun, and S.C.H. Hoi The 19th International Conference on Multimedia (MM2011) Scottsdale, Arizona, USA Nov 28 - Dec 1, 2011 17% PDF, BibTeX
  • SIRE: Social Image Retrieval Engine Steven C.H. Hoi and Pengcheng Wu* The 19th International Conference on Multimedia (MM2011) Scottsdale, Arizona, USA Nov 28 - Dec 1, 2011 demo paper PDF, BibTeX, DEMO
  • MKBoost: A Framework of Multiple Kernel Boosting Hao Xia*, Steven C.H. Hoi The Eleventh SIAM International Conference on Data Mining (SDM 2011) Mesa, Arizona, USA 199-210 2012 PDF, BibTeX, abstract, Project
  • Unsupervised Multiple Kernel Learning Jinfeng Zhuang*, Jialei Wang^, Steven C.H. Hoi, Xiangyang Lan Journal of Machine Learning Research (JMLR), W&CP (ACML2011) vol. 20 129-144 Nov 2011 PDF, BibTeX, abstract
  • Mining Weakly Labeled Web Facial Images for Search-based Face Annotation Dayong Wang*, Steven C.H. Hoi, Ying He The 34th Annual International ACM SIGIR Conference (SIGIR2011) Beijing, China 24-28 Jul, 2011 108/545=19.8% PDF, BibTeX,
  • Online AUC Maximization Peilin Zhao*, Steven C.H. Hoi, Rong Jin, Tianbao Yang The 28th International Conference on Machine Learning (ICML2011) Bellevue, Washington June 28-July 2, 2011 152/589=25.8% PDF, BibTeX,
  • When Recommendation Meets Mobile: Contextual and Personalized Recommendation On The Go Jinfeng Zhuang*, Tao Mei, Steven C.H. Hoi, Ying-Qing Xu, Shipeng Li The 13th International Conference on Ubiquitous Computing (UbiComp2011) Beijing, China Sep 17-21, 2011 50/302 = 16.6% PDF, BibTeX,
  • Software Process Evaluation: A Machine Learning Approach Ning Chen*, Steven C. H. Hoi, Xiaokui Xiao The 26th IEEE/ACM International Conference on Automated Software Engineering (ASE2011) Oread, Lawrence, Kan. Nov. 6–12, 2011 37/252 = 14.6% PDF, BibTeX,
  • Two-Layer Multiple Kernel Learning Jinfeng Zhuang*, Ivor Tsang, Steven C.H. Hoi Journal of Machine Learning Research (JMLR), W&CP vol. 15 (AISTATS'11) 909-917 April 2011 PDF, BibTeX, abstract
  • Confidence Weighted Mean Reversion Strategy for On-Line Portfolio Selection Bin Li*, Steven C.H. Hoi, Peilin Zhao*, Vivek Gopalkrishnan, Journal of Machine Learning Research (JMLR), W&CP vol. 15 (AISTATS'11) 434-442 April 2011 PDF, BibTeX, abstract
  • Mining Social Images with Distance Metric Learning for Automated Image Tagging Pengcheng Wu*, Steven C.H. Hoi, Peilin Zhao*, Ying He The fourth ACM International Conference on Web Search and Data Mining (WSDM2011) Hong Kong, China 2011 32/372=8.6%, oral PDF, BibTeX
  • A Two-View Learning Approach for Image Tag Ranking Jinfeng Zhuang*, Steven C.H. Hoi The fourth ACM International Conference on Web Search and Data Mining (WSDM2011) Hong Kong, China 2011 51/372=13.7% PDF, BibTeX
  • Randomly Projected KD-Trees with Distance Metric Learning for Image Retrieval Pengcheng Wu*, Steven C.H. Hoi, Nguyen Duc Dung*, He Ying International Conference on Multimedia Modeling (MMM2011) Taipei, Taiwan 2011 PDF, BibTeX
  • An Effective Approach to Pose Invariant 3D Face Recognition Dayong Wang*, Steven C.H. Hoi, He Ying International Conference on Multimedia Modeling (MMM2011) Taipei, Taiwan 2011 PDF, BibTeX

  • Journal Articles

  • Social Media Modeling and Computing Steven C. H. Hoi, Jiebo Luo, Susanne Boll, Dong Xu, Rong Jin (Editors) Springer-Verlag 2011 Web, Table of Contents, BibTeX
  • Double Updating Online Learning Peilin Zhao*, Steven C.H. Hoi, Rong Jin Journal of Machine Learning Research (JMLR) vol. 12 1587-1615 May 2011 PDF, BibTeX, abstract, CODE, Project
  • A Family of Simple Non-Parametric Kernel Learning Algorithms Jinfeng Zhuang*, Ivor Tsang, Steven C.H. Hoi Journal of Machine Learning Research (JMLR) vol. 12 1313−1347 April 2011 PDF, BibTeX, abstract
  • Distance Metric Learning from Uncertain Side Information for Automated Photo Tagging Lei Wu^, Steven C.H. Hoi, Rong Jin, Jianke Zhu, Nenghai Yu ACM Transactions on Intelligent Systems and Technology (TIST) vol. 2, no. 2 13:1-13:28 2011 PDF, BibTeX, abstract
  • CORN : Correlation-driven Nonparametric Learning Approach for Portfolio Selection Bin Li*, Steven C.H. Hoi, Vivek Gopalkrishnan, ACM Transactions on Intelligent Systems and Technology (TIST) vol. 2, no. 3 21:1--21:29 2011 PDF, BibTeX, abstract
  • Spectral Geometry Image: Image Based 3D Models for Digital Broadcasting Applications Boon-Seng Chew, Lap-Pui Chau, Ying He, Dayong Wang, Steven C. H. Hoi IEEE Transactions on Broadcasting vol. 57, no. 3 636-645 2011 PDF, BibTeX, abstract
  • Structural analysis of the hot spots in the binding between H1N1 HA and the 2D1 antibody: do mutations of H1N1 from 1918 to 2009 affect much on this binding? Q. Liu, S.C.H. Hoi, C.T.T. Su, Z. Li, C.K. Kwoh, L. Wong, J. Li Bioinformatics vol. 27, no. 18 2529-2536 2011 PDF, BibTeX, abstract
  • Enhancing Bag-of-Words Models by Efficient Semantics-Preserving Metric Learning Lei Wu^, Steven C.H. Hoi IEEE Multimedia Magazine, vol. 18, no. 1 24-37 2011 (invited paper) PDF, BibTeX, abstract

2010

  • "OTL: A Framework of Online Transfer Learning" Peilin Zhao and Steven C.H. Hoi,
    The 27th International Conference on Machine Learning (ICML 2010), Haifa, Israel, 21-24 June, 2010 (Oral, acceptance rate: 152/594=25.6%)
    [ PDF ] [ BibTex ]
  •  "Online Multiple Kernel Learning: Algorithms and Mistake Bounds" Rong Jin, Steven C. H. Hoi, Tianbao Yang,
    The 21st International Conference on Algorithmic Learning Theory (ALT2010), Canberra, Australia, 6~8 Oct, 2010. pp. 390-404.
    [ PDF ] [ BibTex ]
  • "Exclusive Lasso for Multi-task Feature Selection", Yang Zhou, Rong Jin, Steven C.H. Hoi, 
    Journal Machine Learning Research, W &CP 9, vol. 9. (AISTATS 2010), Italy, May 2010.
    [ PDF ] [ BibTex ]
  • "Two-View Transductive Support Vector Machines", Guangxia Li, Steven C.H. Hoi, Kuiyu Chang
    SIAM International Conference on Data Mining (SDM2010), Columbus, Ohio, 2010 (Oral, acceptance rate: 82/351=23.36%)
    [ PDF ] [ BibTex ]
  • "Micro-blogging Sentiment Detection by Collaborative Online Learning", Guangxia Li, Steven C.H. Hoi, Kuiyu Chang
    Guangxia Li, Steven C.H. Hoi, Kuiyu Chang, and Ramesh Jain (ICDM2010), Sydney, Australia, 2010. (Oral, acceptance rate: 155/797=19.44%)
    [ PDF ] [ BibTex ]
  • "Non-parametric Kernel Ranking Approach for Social Image Retrieval", Jinfeng Zhuang and Steven C.H. Hoi,
    ACM International Conference on Image and Video Retrieval (CIVR2010), Xian, China, 2010 (Oral)
    [ PDF] [ BibTex ]
  • "Modeling 3D Facial Expressions using Geometry", J. Xia, Y. He, D. Quynh, X. Chen, and Steven C.H. Hoi,
    ACM International Conference on Multimedia (MM2010), 2010 (Oral, long paper, system track, acceptance rate: 15%)
    [ PDF ] [ BibTex ]
  • "On Classifying Drifting Concepts in P2P Networks," Hock Hee Ang, Vivekanand Gopalkrishnan, Wee Keong Ng, Steven C. H. Hoi,
    European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), pp. 24-39, 2010.

    [ PDF ] [ BibTex]
  • "P2PDocTagger: Content Management through Automated P2P Collaborative Tagging," H.H. Ang, V. Gopalkrishnan, W.K. Ng, S.C.H. Hoi,
    International Conference on Very Large Data Bases (VLDB), 2010. (demo paper)

    [ PDF ] [ BibTex ]
  • "Semantics-Preserving Bag-of-words Models and Applications" Lei Wu, Steven C. H. Hoi, Nenghai Yu,
    IEEE Transactions on Image Processing (TIP), 2010. In press.

    [ PDF][ BibTex ]
  • "Learning Bregman Distance Functions for Semi-Supervised Clustering,"Lei Wu, Steven C. H. Hoi, Rong Jin, Jianke Zu, Nenghai Yu,
    IEEE Transactions on Knowledge and Data Engineering (TKDE), 2010. In press.
    [ PDF ][ BibTex ][ appendix-proof ]
  • "A Boosting Framework for Visuality-Preserving Distance Metric Learning and Its Application to Medical Image Retrieval",
    L. Yang, R. Jin, L. Mummert, R. Sukthankar, A. Goode, B. Zheng, S.C.H. Hoi, M. Satyanarayanan,
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 32, no. 1, pp. 30-44, 2010.
    [ PDF ] [ BibTex ]
  • "Semi-Supervised Distance Metric Learning for Collaborative Image Retrieval and Clustering," Steven C.H. Hoi, Wei Liu, and Shih-Fu Chang,
    ACM Transactions on Multimedia Computing, Communications and Applications (TOMCCAP). In press. (a short version appeared in CVPR2008)
    [ PDF ] [ BibTex ]
  • "Near-Duplicate Keyframe Retrieval by Semi-Supervised Learning and Nonrigid Image Matching," Jianke Zhu, Steven C.H. Hoi, Michael R. Lyu and Shuicheng Yan,
    ACM Transactions on Multimedia Computing, Communications and Applications (TOMCCAP), In press. (a short version appeared in MM2008)
    [ PDF ] [ BibTex ]

2009

  • "DUOL: A Double Updating Approach for Online Learning" Peilin Zhao, Steven C.H. Hoi, Rong Jin,
    Advances in Neural Information Processing Systems (NIPS2009), December 7-10, 2009.
    [ PDF ] [ BibTex ]
  •   "Learning Bregman Distance Functions and Its Application for Semi-Supervised Clustering,"Lei Wu, Rong Jin, Steven C.H. Hoi, Jianke Zhu and Nenghai Yu,
    Advances in Neural Information Processing Systems (NIPS2009), December 7-10, 2009.
    [ PDF ] [ BibTex ] [ Project ]
  • "Online Transfer Learning: Towards Knowledge Transfer via Online Learning" Peilin Zhao and Steven C.H. Hoi,
    Advances in Neural Information Processing Systems (NIPS2009) Workshop on Transfer Learning , December 7-10, 2009.
    [ [ PDF ] [ BibTex ]
  • "Distance Metric Learning from Uncertain Side Information with Application to Automated Photo Tagging", Lei WLei Wu, Steven C.H. Hoi, Rong Jin, Jianke Zhu, Nenghai Yu,
    ACM International Conference on Multimedia (MM2009), Beijing, PR China, 19-24 Oct 2009 (full long paper, track acceptance rate: 22/138 = 16%)
    [ PDF] [ BibTex ]
  • "Streaming 3D Meshes Using Spectral Geometry Images", Ying He, B.S. Chew, Dayong Wang, Steven C.H. Hoi, L.P. Chau, 
    ACM International Conference on Multimedia (MM2009), Beijing, PR China, 19-24 Oct 2009. (full long paper, track acceptance rate: 10/56 = 18%)
    [ PDF] [ BibTex ]
  • "SimpleNPKL: Simple Non-Parametric Kernel Learning", Jinfeng Zhuang, Ivor Tsang, Steven C.H. Hoi,
    International Conference on Machine Learning (ICML2009), Montreal, Canada, 14-18 June, 2009. (acceptance rate: ~25%)
    [ PDF ] [ BibTex ]
  • "Unsupervised Face Alignment by Robust Nonrigid Mapping", Jianke Zhu, Luc Van Gool, and Steven C.H. Hoi,
    IEEE International Conference on Computer Vision (ICCV2009), Kyoto, Japan, 27 Sep-4 Oct 2009. To appear. (acceptance rate: 23%)
    [ PDF ] [ BibTex ] [ Poster ] [ Project ]
  • "Nonrigid Shape Recovery by Gaussian Process Regression, Jianke Zhu, Steven C.H. Hoi and Michael R. Lyu,
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR2009),  Miami, FL, 20-26 June, 2009 (acceptance rate: 26%)
    [ PDF ] [ BibTex ]
  • "Web Query Recommendation via Sequential Query Prediction" Q. He, D. Jiang, Z. Liao, Steven .C.H. Hoi, K. Chang, E.P. Lim and H. Li.
    The 25th International Conference on Data Engineering (ICDE2009), Shanghai, China, 29 March - 4 April, 2009, pp. 1443-1454
    [ PDF ] [ BibTex ]
  • "Communication-efficient classification in P2P networks", H.H. Ang, V. Gopalkrishnan, W.K. Ng, Steven C.H. Hoi, (acceptance rate: 105/679 = 15.5%)
    In European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD2009), 7-11 Sept, 2009

    [ PDF ] [ BibTex ]

  • "Semi-Supervised SVM Batch Mode Active Learning and Its Applications to Image Retrieval,"Steven C.H. Hoi, Rong Jin, Jianke Zhu, and M.R. Lyu,
    ACM Transactions on Information Systems (TOIS), vol. 27, no. 3, pp. 1-29, 2009. (extended from CVPR2008 paper)
    [ PDF ] [ BibTex ] [ Demo ] [ Project ]
  •   "Batch Mode Active Learning with Applications to Text Categorization and Image Retrieval," Steven C.H. Hoi, Rong Jin, Michael R. Lyu,
    IEEE Transactions on Knowledge and Data Engineering (TKDE), 2009. To appear. (extended from WWW2006 paper)
    [ PDF ] [ BibTex ]

2008

  • "Near-Duplicate Keyframe Retrieval by Nonrigid Image Matching,", Jianke Zhu, Steven C.H. Hoi, Michael R. Lyu and Shuicheng Yan,
    ACM International Conference on Multimedia (MM2008), 2008. (acceptance rate: 16.7%, oral, long paper)
    [ PDF (1.3MB)] [ BibTex ] [ Slides (1.9MB)] [ Project ]
  • "Semi-Supervised Ensemble Ranking," Steven C.H. Hoi and Rong Jin,
    Proceedings of Association for the Advancement of Artificial Intelligence (AAAI2008), Chicago, 13-17 July, 2008. (acceptance rate: 227/937 = 24%)
    [ PDF (198KB)] [ BibTex ]
  • "Active Kernel Learning," Steven C.H. Hoi and Rong Jin,
    Proceedings of International Conference on Machine Learning (ICML2008), Helsinki, Finland, 5-9 July, 2008. (acceptance rate: 155/583 = 26%)
    [ PDF (200KB)] [ BibTex ]
  • "Semi-Supervised SVM Batch Mode Active Learning for Image Retrieval," Steven C.H. Hoi, Rong Jin, Jianke Zhu, and Michael R. Lyu,
    Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR2008), Alaska, 24-26 June, 2008. (acceptance rate: 32%)
    [ PDF (255KB)] [ BibTex ]  [ Project ]
  • "Semi-Supervised Distance Metric Learning for Collaborative Image Retrieval," Steven C.H. Hoi, Wei Liu, and Shih-Fu Chang,
    Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR2008), Alaska, US, June 24-26, 2008.(acceptance rate: 32%)
    [ PDF (251KB)] [ BibTex ]
  • "An Effective Approach to 3D Deformable Surface Tracking",  Jianke Zhu, Steven C.H. Hoi, Zenglin Xu, M.R. Lyu,
    Proc European Conference on Computer Vision (ECCV2008), Marseille, France, October 2008 (acceptance rate: 193/900 = 21%) (full regular paper)
    [ PDF (13,407KB)] [ BibTex ]
  • "Cascade RSVM in Peer-to-Peer Network," H.H. Ang, V. Gopalkrishnan, Steven C.H. Hoi, and W.K. Ng,
    Proc. ECML/PKDD Conference (ECML/PKDD2008), Antwerp, Belgium, 2008 (acceptance rate: 98/521 = 18.8%)
    [ BibTex ]
  • "Representative Entry Selection for Profiling Blogs,"  Jinfeng Zhuang, Steven C.H. Hoi, Aixin Sun, Rong Jin,
    Proceedings of the 17th ACM Conference on Information and Knowledge Management (CIKM2008), Napa Valley, California, Oct, 2008.(Poster)

    [ PDF
    (109KB)]  [ BibTex
  • "A Multi-Modal and Multi-Level Ranking Scheme for Large-Scale Video Retrieval," Steven C.H. Hoi and Michael R. Lyu,
    IEEE Transactions on Multimedia (TMM), vol. 10, no. 4, pp. 607-619, June 2008.
    [ PDF (1.65MB)] [ BibTex ]
  • "Face Annotation Using Transductive Kernel Fisher Discriminant," Jianke Zhu, Steven C.H. Hoi and Michael R. Lyu,
    IEEE Transactions on Multimedia (TMM), vol. 10, no. 1, pp. 86-96, Jan 2008.
    [ PDF (512KB)] [ BibTex ]
  • "Robust Regularized Kernel Regression", Jianke Zhu, Steven C.H. Hoi and Michael R. Lyu,
    IEEE Transactions on Systems, Man and Cybernetics - Part B (TSMC), vol. 38, no.6, December 2008.
    [ BibTex ]

2007

  • "Learning Non-Parametric Kernel Matrices from Pairwise Constraints," Steven C.H. Hoi, Rong Jin and Michael R. Lyu, 
    Proc. the 24th Annual International Conference on Machine Learning (ICML2007), OR, US, 20-24 June, 2007. (acceptance rate: 29%)
    [ PDF (260KB)] [ BibTex ] [ CODE ] [ DATA ]
  • "An Empirical Study on Large-Scale Content-Based Image Retrieval,"  Y. M. Wong, Steven C.H. Hoi and Michael R. Lyu,
    Proc. IEEE International Conference on Multimedia & Expo (ICME2007), Beijing, China, July 2-5, 2007. .
    [ PDF (88KB)] [ BibTex ]
  • "A Multi-Scale Tikhonov Regularization Scheme for Implicit Surface Modelling,"  Jianke Zhu, Steven C.H. Hoi, and Michael R. Lyu,
    In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR2007), June, 2007. (acceptance rate: 27%)
    [ PDF (520KB)] [ BibTex ]
  • "A Multi-Modal and Multi-Level Ranking Framework for Content-Based Video Retrieval,"  Steven C.H. Hoi and Michael R Lyu,
    The 32nd IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP2007),
    Special Session on "Web Image/Video Search Technologies"
    , Hawaii, USA, 15-20 April, 2007. (Invited Paper/Talk)
    [ PDF (198KB)] [ BibTex ] [ Slides ]
  • "Similarity Beyond Distance Measurement," Feng Kang, Rong Jin, Steven C.H. Hoi,
    Proceedings of Large-Scale Semantic Access to Content (Text, Image, Video and Sound) - 8th Conference  (RIAO2007), Pittsburgh, US, May 30-June 1, 2007.
    [ BibTex ]
  • "Cross-Language and Cross-Media Image Retrieval: An Empirical Study at ImageCLEF2007," Steven C.H. Hoi,
    Proceedings of Cross Language Evaluation Forum campaign (CLEF2007), LNCS, 2007
    [ PDF (172KB)] [ BibTex ]

2006

  • "Learning the Unified Kernel Machines for Classification,"  Steven C.H. Hoi, Michael R Lyu and Edward Y Chang,
    In 20th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD2006), pp.187-196, Philadelphia, USA, August 20 - 23, 2006. (acceptance rate: 11%)
    [ PDF (285KB)]  [ BibTex ]
  • "Batch Mode Active Learning and Its application to Medical Image Classification"  Steven C.H. Hoi, Rong Jin, Jianke Zhu and Michael R. Lyu,
    In 23rd International Conference on Machine Learning (ICML2006), Pittsburgh, PA, US, June 25-29, 2006. (acceptance rate: 20%)
    [ PDF (206KB)]  [ BibTex ]
  • "Large-Scale Text Categorization by Batch Mode Active Learning," Steven C.H. Hoi, Rong Jin and Michael R. Lyu,
    In Proceedings of the 15th International World Wide Web conference (WWW2006), Edinburgh, England, UK, 2006.(acceptance rate: 11%)
    [ PDF (266KB)]  [ BibTex ]
  • "Time-Dependent Semantic Similarity Measure of Queries Using Historical Click-Through Data", Q. Zhao, S.C.H. Hoi, T.Y. Liu, SS Bhowmick, MR. Lyu, WY Ma
    In Proceedings of the 15th International World Wide Web conference (WWW2006), Edinburgh, England, UK, 2006.(acceptance rate: 11%)
    [ PDF (250KB)]  [ BibTex ]   [ Slides (389KB)]
  • "Learning Distance Metrics with Contextual Constraints for Image Retrieval" Steven C.H. Hoi, W. Liu, M.R. Lyu and W.Y. Ma,
    In Proceedings IEEE Conference on Computer Vision and Pattern Recognition (CVPR2006), New York, June, 2006 (acceptance rate: ~23%)
    [ PDF (149KB)] [ BibTex ]  
  • "Real-Time Non-Rigid Shape Recovery via Active Appearance Models for Augmented Reality" Jianke Zhu, Steven C. H. Hoi, and Michael R. Lyu (2006)
    In Proceedings 9th European Conference on Computer Vision (ECCV2006), Graz, Austria May 7 - 13, 2006 (acceptance rate: 21%)
    [ PDF (589KB)] [ BibTex ]
  • "Chinese University of Hong Kong at TRECVID 2006: Shot Boundary Detection and Video Search" Steevn C.H. Hoi, Lawson S. Wong and Albert Lyu, (2006)
    In Proceedings of TREC Video Retrieval Evaluation Workshop, 2006
    [ PDF (104KB)] [ BibTex ]
  • "A Unified Log-based Relevance Feedback Scheme for Image Retrieval," (Regular Paper) Steven C. H. Hoi, Michael R. Lyu and Rong Jin 
    In IEEE Transactions on Knowledge and Data Engineering (TKDE), vol. 18, no. 4, pp. 509-524, 2006
    [ PDF (3.50MB)] [ BibTex ]
  • "Collaborative Image Retrieval via Regularized Metric Learning" (Regular Paper)  Luo Si, Rong Jin and Steven C. H. Hoi and Michael R. Lyu (2006)
    In ACM Multimedia Systems Journal (MMSJ),
    Special Issue on Machine Learning Approaches to Multimedia Information Retrieval, vol. 12, no. 1, pp.34-44, April, 2006.
    [ PDF (329KB)] [ BibTex ]

2005

  • "CUHK at ImageCLEF 2005: Cross-Language and Cross-Media Image Retrieval,"  Steven C. H. Hoi, Jianke Zhu and Michael R. Lyu
    In Proceedings of Cross Language Evaluation Forum campaign (CLEF2005),  LNCS 4022, Springer, pp.602-611, 2006
    (Our MAP result ranks TOP 1  in the Bilingual Ad-hoc Image Retrieval campaign.)
    [ PDF (257KB)] [ BibTex ]
  • "Automatic 3D Face Modeling Using 2D Active Appearance Models," Jianke Zhu, Steven C. H. Hoi, Edward Yau and Michael R. Lyu
    In Pacific Graphics (PG2005), Macau, China, 2005
    [ PDF (71KB)] [ BibTex ]  [ poster ]
  • "Integrating User Feedback  Log into Relevance Feedback by Coupled SVM for Content-based Image Retrieval," Steven C. H. Hoi, Michael R. Lyu and Rong Jin 
    In the 1st IEEE International EMMA Workshop in conjunction with 21st ICDE Conference, Tokyo, Japan, 2005 (Invited Paper/Talk)
    [ PDF (153KB)] [ BibTex ]
  • "A Unified Learning Paradigm for Large-Scale Personalized Information Management," (Invited paper/talk)  E.Y. Chang, S.C.H. Hoi, X. Wang, WY Ma and MR Lyu
    In the 5th Emerging Information Technology Conference (EIT2005), NTU Taipei, August 2005.
    [ PDF (98KB)] [ BibTex ]
  • "A Semi-Supervised Active Learning Framework for Image Retrieval," Steven C. H. Hoi and Michael R. Lyu 
    In Proceedings IEEE Conference on Computer Vision and Pattern Recognition (CVPR2005), San Diego, CA, USA June 20-25, 2005 (acceptance rate: ~22%)
    [ PDF (186KB)] [ BibTex ]

2004 & before

  • "A Novel Log-based Relevance Feedback Technique in Content-based Image Retrieval,"  Chu-Hong Hoi and Michael R. Lyu
    In Proceedings of 12th ACM Conference on Multimedia (
    MM2004), New York, USA, 10-16 October, pp. 24-31, 2004 (acceptance rate: 16%)
    [ PDF (224KB)] [ BibTex ]   (Extended version was published in IEEE TKDE 2006. Please refer to the journal version for more details.)
  • "Web Image Learning for Searching Semantic Concepts in Image Databases," Chu-Hong Hoi and Michael R. Lyu
    In Proceedings of the 13th International World Wide Web Conference (
    WWW2004), Alternative Track and Poster, NY, 17-22 May, 2004
    [ PDF (129KB)] [ BibTex ]
  • "Group-based Relevance Feedback with Support Vector Machine Ensembles," Chu-Hong Hoi and Michael R. Lyu  
    In Proceedings of 17th International Conference on Pattern Recognition (
    ICPR2004), Cambridge, UK, vol. 3, pp. 874-877, 23-26 August, 2004
    [ PDF (249KB)] [ BibTex ]
  • "Biased Support Vector Machine for Relevance Feedback in Image Retrieval," Chu-Hong Hoi, Chi-Hang Chan, Kaizhu Huang, Michael R Lyu and Irwin King
    In Proceedings of International Joint Conference on Neural Networks (
    IJCNN2004), Budapest, Hungary, pp. 3189-3194, 25-29 July, 2004
    [ PDF (251KB)] [ BibTex ]
  • "Robust Face Recognition Using Minimax Probability Machine," Chu-Hong Hoi and Michael R. Lyu
    In Proceedings of IEEE International Conference on Multimedia and Expo (
    ICME2004), Taiwan, 27-30 June, 2004
    [ PDF (199KB)] [ BibTex ]
  • "A Novel Scheme for Video Similarity Detection," Chu-Hong Hoi, Wei Wang and Michael R. Lyu
    In Proceedings of International Conference on Image and Video Retrieval (
    CIVR2003), USA, pp. 373-382, LNCS, vol. 2728, Springer, 2003
    [ PDF (193KB) ] [ BibTex ]