Publications (DBLP| Google Scholar)
By Year >> | 2017| 2016| 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008 | 2007 | 2006 | 2005 | 2004 before |
2017
- Projection-free Distributed Online Learning in Networks The 34th International Conference on Machine Learning (ICML2017) Sydney, NSW, Australia 6-11 August 2017 PDF, BibTeX
- DeepFacade: A Deep Learning Approach to Facade Parsing The Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI 2017) Melbourne, Australia August 19-25 2017 PDF, BibTeX
- Online Multitask Relative Similarity Learning The Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI 2017) Melbourne, Australia August 19-25 2017 PDF, BibTeX
- Learning Personalized Preference of Strong and Weak Ties for Social Recommendation The 26th International Conference on World Wide Web (WWW2017) Perth, Australia April 3-7, 2017 PDF, BibTeX
- Interactive Social Recommendation The 26th ACM International Conference on Information and Knowledge Management (CIKM 2017) Singapore November 6-10, 2017 PDF, BibTeX
- Collaborative Topic Regression for Online Recommender Systems: An Online and Bayesian Approach Machine Learning 106(5) 651-670 2017 PDF, BibTeX, Webpage
- Large-Scale Online Feature Selection for Ultra-High Dimensional Sparse Data ACM Transactions on Knowledge Discovery from Data (ACM TKDD) 11(4) 48:1-48:22 2017 PDF, BibTeX, Project
- Sparse Online Learning of Image Similarity ACM Transactions on Intelligent Systems and Technology (ACM TIST) 8(5) 64:1-64:22 2017 PDF, BibTeX, Project
- SOL: A library for scalable online learning algorithms Neurocomputing 260 9-12 2017 PDF, Project , GitHub
- HDIdx: High-Dimensional Indexing for Efficient Approximate Nearest Neighbor Search Neurocomputing 237 401-404 2017 PDF, BibTeX, Project , GitHub
- Scalable Image Retrieval by Sparse Product Quantization IEEE Transactions on Multimedia (IEEE TMM) 19(3) 586-597 2017 PDF, BibTeX
2016
- Online ARIMA Algorithms for Time Series Prediction Proceedings of Thirtieth AAAI Conference on Artificial Intelligence (AAAI-16) Phoenix, Arizona USA February 12–17, 2016 PDF, BibTeX , supplement, Webpage
- Online Adaptive Passive-Aggressive Methods for Non-Negative Matrix Factorization and Its Applications The 25th ACM International Conference on Information and Knowledge Management (CIKM 2016) Indianapolis, IN, USA Oct 24-28, 2016 PDF, BibTeX , Project
- Mobile App Tagging The 9th ACM International Conference on Web Search and Data Mining (WSDM2016) San Francisco, California, USA February 22-25, 2016 PDF, BibTeX , Webpage
- Cost Sensitive Online Multiple Kernel Classification JMLR Workshop and Conference Proceedings (ACML2016) 63 65-80 2016 PDF, abstract, BibTeX
- SOAL: Second-order Online Active Learning IEEE International Conference on Data Mining (ICDM2016) Barcelona Dec 12-15, 2016 PDF, BibTeX
- Online Sparse Passive Aggressive Learning with Kernels 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 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 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 ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR2016) Pisa, Tuscany, Italy 17-21 July, 2016 PDF, BibTeX
- Large Scale Online Kernel Learning Journal of Machine Learning Research (JMLR) 17(47) 1-43 2016 PDF, BibTeX, Webpage, Project
- Online Passive-Aggressive Active learning Machine Learning 103(2) 141-183 2016 PDF, BibTeX, abstract
- Online Multi-modal Distance Metric Learning with Application to Image Retrieval 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 Journal of Machine Learning Research (JMLR) 17(35) 1-5 2016 PDF, BibTeX, Project , GitHub
- Soft Confidence-Weighted Learning ACM Transactions on Intelligent Systems and Technology (ACM TIST) 8(1) 15:1-15:32 2016 PDF, BibTeX, Project
- Robust Median Reversion Strategy for Online Portfolio Selection IEEE Transactions on Knowledge and Data Engineering(IEEE TKDE) 28(9) 2480-2493 2016 PDF, BibTeX, Project
2015
- Online Portfolio Selection: Principles and Algorithms 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 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 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 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 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 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 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 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 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 IEEE Transactions on Multimedia 17(8) 1391-1397 2015. PDF, BibTeX,
- Moving Average Reversion Strategy for On-Line Portfolio Selection Artificial Intelligence (AIJ) 222 104-123 2015. PDF, BibTeX, abstract, Project
2014
- LIBOL: a Library for Online Learning Algorithms Journal of Machine Learning Research (JMLR) 15(1) 495-499 2014 PDF, BibTeX, abstract, Project
- Online Portfolio Selection: A Survey ACM Computing Surveys (CSUR) 46(3) 35:1--35:36 2014 PDF, BibTeX, abstract, Project
- Online Transfer Learning Artificial Intelligence 216 76-102 2014 PDF, BibTeX, abstract, Project
- Online Multiple Kernel Similarity Learning for Visual Search 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 IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 36(3) 550-563 2014 PDF, BibTeX, abstract, Project
-
Cost-Sensitive Online Classification
IEEE Transactions on Knowledge and Data Engineering (TKDE)
26(10)
2425-2438
2014
PDF,
BibTeX,
abstract,
Webpage,
Project
- Online Feature Selection and Its Applications 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 IEEE Transactions on Knowledge and Data Engineering (TKDE) 26(1) 166-179 2014 PDF, BibTeX, abstract, Project
- Collaborative Online Multitask Learning IEEE Transactions on Knowledge and Data Engineering (TKDE) 26(8) 1866-1876 2014 PDF, BibTeX,
- Graph Matching by Simplified Convex-Concave Relaxation Procedure International Journal of Computer Vision (IJCV) 109(3) 169-186 2014 PDF, BibTeX,
- Deep Learning for Content-Based Image Retrieval: A Comprehensive Study Proceedings of ACM Multimedia Conference (MM2014) Orlando, FL, USA November 3-7, 2014 PDF, BibTeX
- Online Multiple Kernel Regression 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 Proceedings of AAAI 2014 Québec City, Québec, Canada July 27 -31, 2014 PDF, BibTeX
- SOML: Sparse Online Metric Learning with Application to Image Retrieval 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 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 The 6th Asian Conference on Machine Learning (ACML2014) Nha Trang, Vietnam November 26-28, 2014("Best Runner-up Paper Award") PDF, BibTeX
- Online Feature Selection and Its Applications IEEE Transactions on Knowledge and Data Engineering (TKDE) 26(3) 698-710 2014 PDF, BibTeX, abstract, Code & Data, Web
2013
- Online Multimodal Deep Similarity Learning with Application to Image Retrieval Proceedings of the 21st ACM international conference on Multimedia (MM2013) Barcelona, Spain October 21-25, 2013 20% PDF, BibTeX
- Second Order Online Collaborative Filtering 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 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 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 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 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 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 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 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 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 ACM International Conference on Web Search and Data Mining (WSDM2013) Rome 4-8 Feb, 2013 73/387=18%,oral:30/387=8% PDF, BibTeX,
- Online Multiple Kernel Classification 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 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 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 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 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 Empirical Software Engineering vol. X, no. X X-X 2013 (A short version also appeared in ASE'11) PDF, BibTeX, Project
Conference Papers
Journal Articles
2012
- Exact Soft Confidence-Weighted Learning 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 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 The 29th International Conference on Machine Learning (ICML2012) Edinburgh, Scotland June 26 - July 1, 2012 PDF, BibTeX, abstract, Project
- Cost-Sensitive Online Classification IEEE International Conference on Data Mining (ICDM2012) Brussels Dec 10-13, 2012. PDF, BibTeX, Project
- PAMR: Passive-Aggressive Mean Reversion Strategy for Portfolio Selection 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 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 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 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 The Twenty-Sixth Conference on Artificial Intelligence (AAAI-2012) Toronto, Ontario, Canada July, 2012 PDF, BibTeX,
- Online Feature Selection for Big Data Mining The 1st ACM SIGKDD Workshop on Big Data Mining (BigMine) Beijing, P.R. China Aug,2012 PDF, BibTeX,
- Learning Bregman Distance Functions for Semi-Supervised Clustering 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 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 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 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 BMC Bioinformatics vol. X, no. X XX 2013 (In Press) PDF, BibTeX, abstract
- Structural and functional analysis of multi-interface domains PLOS ONE vol. X, no. X XX 2013 PDF, BibTeX, abstract
Conference Papers
Journal Articles
2011
- Modeling Social Strength in Social Media Community via Kernel-based Learning 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 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 The 19th International Conference on Multimedia (MM2011) Scottsdale, Arizona, USA Nov 28 - Dec 1, 2011 17% PDF, BibTeX
- SIRE: Social Image Retrieval Engine 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 The Eleventh SIAM International Conference on Data Mining (SDM 2011) Mesa, Arizona, USA 199-210 2012 PDF, BibTeX, abstract, Project
- Unsupervised Multiple Kernel Learning 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 The 34th Annual International ACM SIGIR Conference (SIGIR2011) Beijing, China 24-28 Jul, 2011 108/545=19.8% PDF, BibTeX,
- Online AUC Maximization 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 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 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 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 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 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 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 International Conference on Multimedia Modeling (MMM2011) Taipei, Taiwan 2011 PDF, BibTeX
- An Effective Approach to Pose Invariant 3D Face Recognition International Conference on Multimedia Modeling (MMM2011) Taipei, Taiwan 2011 PDF, BibTeX
- Social Media Modeling and Computing Springer-Verlag 2011 Web, Table of Contents, BibTeX
- Double Updating Online Learning 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 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 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 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 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? Bioinformatics vol. 27, no. 18 2529-2536 2011 PDF, BibTeX, abstract
- Enhancing Bag-of-Words Models by Efficient Semantics-Preserving Metric Learning IEEE Multimedia Magazine, vol. 18, no. 1 24-37 2011 (invited paper) PDF, BibTeX, abstract
Conference Papers
Journal Articles
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 ]