Steven C. H. Hoi

Chu-Hong Hoi, Steven Chu Hong Hoi

School of Computer Engineering, Nanyang Technological University

	2013
j33		Steven C. H. Hoi, Rong Jin, Peilin Zhao, Tianbao Yang: Online Multiple Kernel Classification. Machine Learning 90(2): 289-316 (2013)
j32		Bin Li, Steven C. H. Hoi, Peilin Zhao, Vivekanand Gopalkrishnan: Confidence Weighted Mean Reversion Strategy for Online Portfolio Selection. TKDD 7(1): 4 (2013)
c75		Hao Xia, Pengcheng Wu, Steven C. H. Hoi: Online multi-modal distance learning for scalable multimedia retrieval. WSDM 2013: 455-464
	2012
j31		Liang Zhao, Limsoon Wong, Lanyuan Lu, Steven C. H. Hoi, Jinyan Li: B-cell epitope prediction through a graph model. BMC Bioinformatics 13(S-17): S20 (2012)
j30		Steven C. H. Hoi, Wray L. Buntine: Preface. Journal of Machine Learning Research - Proceedings Track 25 (2012)
j29		Bin Li, Peilin Zhao, Steven C. H. Hoi, Vivekanand Gopalkrishnan: PAMR: Passive aggressive mean reversion strategy for portfolio selection. Machine Learning 87(2): 221-258 (2012)
j28		Jiazhi Xia, Dao Thi Phuong Quynh, Ying He, XiaoMing Chen, Steven C. H. Hoi: Modeling and Compressing 3-D Facial Expressions Using Geometry Videos. IEEE Trans. Circuits Syst. Video Techn. 22(1): 77-90 (2012)
j27		Steven C. H. Hoi, Rong Jin, Jinhui Tang, Zhi-Hua Zhou: Introduction to the Special Section on Distance Metric Learning in Intelligent Systems. ACM TIST 3(3): 52 (2012)
j26		Lei Wu, Steven C. H. Hoi, Rong Jin, Jianke Zhu, Nenghai Yu: Learning Bregman Distance Functions for Semi-Supervised Clustering. IEEE Trans. Knowl. Data Eng. 24(3): 478-491 (2012)
j25		Guangxia Li, Kuiyu Chang, Steven C. H. Hoi: Multiview Semi-Supervised Learning with Consensus. IEEE Trans. Knowl. Data Eng. 24(11): 2040-2051 (2012)
c74		Tianbao Yang, Mehrdad Mahdavi, Rong Jin, Jinfeng Yi, Steven C. H. Hoi: Online Kernel Selection: Algorithms and Evaluations. AAAI 2012
c73		Dayong Wang, Steven Chu Hong Hoi, Ying He: A unified learning framework for auto face annotation by mining web facial images. CIKM 2012: 1392-1401
c72		Jialei Wang, Peilin Zhao, Steven C. H. Hoi: Cost-Sensitive Online Classification. ICDM 2012: 1140-1145
c71		Steven C. H. Hoi, Jialei Wang, Peilin Zhao: Exact Soft Confidence-Weighted Learning. ICML 2012
c70		Steven C. H. Hoi, Jialei Wang, Peilin Zhao, Rong Jin, Pengcheng Wu: Fast Bounded Online Gradient Descent Algorithms for Scalable Kernel-Based Online Learning. ICML 2012
c69		Bin Li, Steven C. H. Hoi: On-Line Portfolio Selection with Moving Average Reversion. ICML 2012
c68		Peilin Zhao, Steven C. H. Hoi: BDUOL: Double Updating Online Learning on a Fixed Budget. ECML/PKDD (1) 2012: 810-826
c67		Hao Xia, Pengcheng Wu, Steven C. H. Hoi, Rong Jin: Boosting multi-kernel locality-sensitive hashing for scalable image retrieval. SIGIR 2012: 55-64
i4		Jialei Wang, Peilin Zhao, Steven C. H. Hoi: Exact Soft Confidence-Weighted Learning. CoRR abs/1206.4612 (2012)
i3		Bin Li, Steven C. H. Hoi: On-Line Portfolio Selection with Moving Average Reversion. CoRR abs/1206.4626 (2012)
i2		Peilin Zhao, Jialei Wang, Pengcheng Wu, Rong Jin, Steven C. H. Hoi: Fast Bounded Online Gradient Descent Algorithms for Scalable Kernel-Based Online Learning. CoRR abs/1206.4633 (2012)
i1		Bin Li, Steven C. H. Hoi: On-Line Portfolio Selection: A Survey. CoRR abs/1212.2129 (2012)
	2011
e1		Steven C. H. Hoi, Jiebo Luo, Susanne Boll, Dong Xu, Rong Jin (Eds.): Social Media Modeling and Computing. Springer 2011, isbn 978-0-85729-435-7
j24		Qian Liu, Steven C. H. Hoi, Chinh T. T. Su, Zhenhua Li, Chee-Keong Kwoh, Limsoon Wong, Jinyan Li: 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 27(18): 2529-2536 (2011)
j23		Lei Wu, Steven C. H. Hoi: Enhancing Bag-of-Words Models with Semantics-Preserving Metric Learning. IEEE MultiMedia 18(1): 24-37 (2011)
j22		Jinfeng Zhuang, Ivor W. Tsang, Steven C. H. Hoi: A Family of Simple Non-Parametric Kernel Learning Algorithms. Journal of Machine Learning Research 12: 1313-1347 (2011)
j21		Peilin Zhao, Steven C. H. Hoi, Rong Jin: Double Updating Online Learning. Journal of Machine Learning Research 12: 1587-1615 (2011)
j20		Bin Li, Steven C. H. Hoi, Peilin Zhao, Vivekanand Gopalkrishnan: Confidence Weighted Mean Reversion Strategy for On-Line Portfolio Selection. Journal of Machine Learning Research - Proceedings Track 15: 434-442 (2011)
j19		Jinfeng Zhuang, Ivor W. Tsang, Steven C. H. Hoi: Two-Layer Multiple Kernel Learning. Journal of Machine Learning Research - Proceedings Track 15: 909-917 (2011)
j18		Jialei Wang, Jinfeng Zhuang, Steven C. H. Hoi: Unsupervised Multiple Kernel Learning. Journal of Machine Learning Research - Proceedings Track 20: 129-144 (2011)
j17		Boon-Seng Chew, Lap-Pui Chau, Ying He, Dayong Wang, Steven C. H. Hoi: Spectral Geometry Image: Image Based 3D Models for Digital Broadcasting Applications. TBC 57(3): 636-645 (2011)
j16		Steven C. H. Hoi, Rong Jin: Active multiple kernel learning for interactive 3D object retrieval systems. TiiS 1(1): 3 (2011)
j15		Lei Wu, Steven C. H. Hoi, Rong Jin, Jianke Zhu, Nenghai Yu: Distance metric learning from uncertain side information for automated photo tagging. ACM TIST 2(2): 13 (2011)
j14		Bin Li, Steven C. H. Hoi, Vivekanand Gopalkrishnan: CORN: Correlation-driven nonparametric learning approach for portfolio selection. ACM TIST 2(3): 21 (2011)
j13		Jianke Zhu, Steven C. H. Hoi, Michael R. Lyu, Shuicheng Yan: Near-duplicate keyframe retrieval by semi-supervised learning and nonrigid image matching. TOMCCAP 7(1): 4 (2011)
p1		Jinfeng Zhuang, Steven C. H. Hoi: Social Image Tag Ranking by Two-View Learning. Social Media Modeling and Computing 2011: 47-70
c66		Guangxia Li, Kuiyu Chang, Steven C. H. Hoi, Wenting Liu, Ramesh Jain: Collaborative online learning of user generated content. CIKM 2011: 285-290
c65		Jinfeng Zhuang, Tao Mei, Steven C. H. Hoi, Ying-Qing Xu, Shipeng Li: When recommendation meets mobile: contextual and personalized recommendation on the go. Ubicomp 2011: 153-162
c64		Peilin Zhao, Steven C. H. Hoi, Rong Jin, Tianbao Yang: Online AUC Maximization. ICML 2011: 233-240
c63		Ning Chen, Steven C. H. Hoi, Xiaokui Xiao: Software process evaluation: A machine learning approach. ASE 2011: 333-342
c62		Jinfeng Zhuang, Tao Mei, Steven C. H. Hoi, Xian-Sheng Hua, Shipeng Li: Modeling social strength in social media community via kernel-based learning. ACM Multimedia 2011: 113-122
c61		Dayong Wang, Steven C. H. Hoi, Ying He, Jianke Zhu: Retrieval-based face annotation by weak label regularized local coordinate coding. ACM Multimedia 2011: 353-362
c60		Dao Thi Phuong Quynh, Ying He, XiaoMing Chen, Jiazhi Xia, Qian Sun, Steven C. H. Hoi: Modeling 3D articulated motions with conformal geometry videos (CGVs). ACM Multimedia 2011: 383-392
c59		Steven C. H. Hoi, Michal Jacovi, Ioannis Kompatsiaris, Jiebo Luo, Konstantinos Tserpes: WSM2011: third ACM workshop on social media. ACM Multimedia 2011: 609-610
c58		Steven C. H. Hoi, Pengcheng Wu: SIRE: a social image retrieval engine. ACM Multimedia 2011: 817-818
c57		Dayong Wang, Steven C. H. Hoi, Ying He: An Effective Approach to Pose Invariant 3D Face Recognition. MMM (1) 2011: 217-228
c56		Pengcheng Wu, Steven C. H. Hoi, Duc Dung Nguyen, Ying He: Randomly Projected KD-Trees with Distance Metric Learning for Image Retrieval. MMM (2) 2011: 371-382
c55		Hao Xia, Steven C. H. Hoi: MKBoost: A Framework of Multiple Kernel Boosting. SDM 2011: 199-210
c54		Dayong Wang, Steven C. H. Hoi, Ying He: Mining weakly labeled web facial images for search-based face annotation. SIGIR 2011: 535-544
c53		Pengcheng Wu, Steven C. H. Hoi, Peilin Zhao, Ying He: Mining social images with distance metric learning for automated image tagging. WSDM 2011: 197-206
c52		Jinfeng Zhuang, Steven C. H. Hoi: A two-view learning approach for image tag ranking. WSDM 2011: 625-634
	2010
j12		Yang Zhou, Rong Jin, Steven C. H. Hoi: Exclusive Lasso for Multi-task Feature Selection. Journal of Machine Learning Research - Proceedings Track 9: 988-995 (2010)
j11		Liu Yang, Rong Jin, Lily B. Mummert, Rahul Sukthankar, Adam Goode, Bin Zheng, Steven C. H. Hoi, Mahadev Satyanarayanan: A Boosting Framework for Visuality-Preserving Distance Metric Learning and Its Application to Medical Image Retrieval. IEEE Trans. Pattern Anal. Mach. Intell. 32(1): 30-44 (2010)
j10		Hock Hee Ang, Vivekanand Gopalkrishnan, Wee Keong Ng, Steven C. H. Hoi: P2PDocTagger: Content management through automated P2P collaborative tagging. PVLDB 3(2): 1601-1604 (2010)
j9		Lei Wu, Steven C. H. Hoi, Nenghai Yu: Semantics-Preserving Bag-of-Words Models and Applications. IEEE Transactions on Image Processing 19(7): 1908-1920 (2010)
j8		Steven C. H. Hoi, Wei Liu, Shih-Fu Chang: Semi-supervised distance metric learning for collaborative image retrieval and clustering. TOMCCAP 6(3) (2010)
c51		Rong Jin, Steven C. H. Hoi, Tianbao Yang: Online Multiple Kernel Learning: Algorithms and Mistake Bounds. ALT 2010: 390-404
c50		Jinfeng Zhuang, Steven C. H. Hoi: Non-parametric kernel ranking approach for social image retrieval. CIVR 2010: 26-33
c49		Hock Hee Ang, Vivekanand Gopalkrishnan, Steven C. H. Hoi, Wee Keong Ng: Adaptive Ensemble Classification in P2P Networks. DASFAA (1) 2010: 34-48
c48		Guangxia Li, Steven C. H. Hoi, Kuiyu Chang, Ramesh Jain: Micro-blogging Sentiment Detection by Collaborative Online Learning. ICDM 2010: 893-898
c47		Peilin Zhao, Steven C. H. Hoi: OTL: A Framework of Online Transfer Learning. ICML 2010: 1231-1238
c46		Jiazhi Xia, Ying He, Dao Thi Phuong Quynh, XiaoMing Chen, Steven C. H. Hoi: Modeling 3D facial expressions using geometry videos. ACM Multimedia 2010: 591-600
c45		Susanne Boll, Steven C. H. Hoi, Roelof van Zwol, Jiebo Luo: WSM'10: 2nd ACM workshop on social media. ACM Multimedia 2010: 1737-1738
c44		Hock Hee Ang, Vivekanand Gopalkrishnan, Anwitaman Datta, Wee Keong Ng, Steven C. H. Hoi: Satrap: Data and Network Heterogeneity Aware P2P Data-Mining. PAKDD (2) 2010: 63-70
c43		Hock Hee Ang, Vivekanand Gopalkrishnan, Wee Keong Ng, Steven C. H. Hoi: On Classifying Drifting Concepts in P2P Networks. ECML/PKDD (1) 2010: 24-39
c42		Guangxia Li, Steven C. H. Hoi, Kuiyu Chang: Two-View Transductive Support Vector Machines. SDM 2010: 235-244
	2009
j7		Steven C. H. Hoi, Rong Jin, Michael R. Lyu: Batch Mode Active Learning with Applications to Text Categorization and Image Retrieval. IEEE Trans. Knowl. Data Eng. 21(9): 1233-1248 (2009)
j6		Steven C. H. Hoi, Rong Jin, Jianke Zhu, Michael R. Lyu: Semisupervised SVM batch mode active learning with applications to image retrieval. ACM Trans. Inf. Syst. 27(3) (2009)
c41		Jianke Zhu, Steven C. H. Hoi, Michael R. Lyu: Nonrigid shape recovery by Gaussian process regression. CVPR 2009: 1319-1326
c40		Jianke Zhu, Luc J. Van Gool, Steven C. H. Hoi: Unsupervised face alignment by robust nonrigid mapping. ICCV 2009: 1265-1272
c39		Qi He, Daxin Jiang, Zhen Liao, Steven C. H. Hoi, Kuiyu Chang, Ee-Peng Lim, Hang Li: Web Query Recommendation via Sequential Query Prediction. ICDE 2009: 1443-1454
c38		Jinfeng Zhuang, Ivor W. Tsang, Steven C. H. Hoi: SimpleNPKL: simple non-parametric kernel learning. ICML 2009: 160
c37		Lei Wu, Steven C. H. Hoi, Rong Jin, Jianke Zhu, Nenghai Yu: Distance metric learning from uncertain side information with application to automated photo tagging. ACM Multimedia 2009: 135-144
c36		Ying He, Boon-Seng Chew, Dayong Wang, Chu-Hong Hoi, Lap-Pui Chau: Streaming 3D meshes using spectral geometry images. ACM Multimedia 2009: 431-440
c35		Susanne Boll, Steven C. H. Hoi, Jiebo Luo, Rong Jin, Irwin King, Dong Xu: First ACM SIGMM international workshop onsocial media (WSM'09). ACM Multimedia 2009: 1161-1162
c34		Lei Wu, Rong Jin, Steven C. H. Hoi, Jianke Zhu, Nenghai Yu: Learning Bregman Distance Functions and Its Application for Semi-Supervised Clustering. NIPS 2009: 2089-2097
c33		Peilin Zhao, Steven C. H. Hoi, Rong Jin: DUOL: A Double Updating Approach for Online Learning. NIPS 2009: 2259-2267
c32		Hock Hee Ang, Vivekanand Gopalkrishnan, Wee Keong Ng, Steven C. H. Hoi: Communication-Efficient Classification in P2P Networks. ECML/PKDD (1) 2009: 83-98
	2008
j5		Jianke Zhu, Steven C. H. Hoi, Michael R. Lyu: Face Annotation Using Transductive Kernel Fisher Discriminant. IEEE Transactions on Multimedia 10(1): 86-96 (2008)
j4		Steven C. H. Hoi, Michael R. Lyu: A Multimodal and Multilevel Ranking Scheme for Large-Scale Video Retrieval. IEEE Transactions on Multimedia 10(4): 607-619 (2008)
j3		Jianke Zhu, Steven C. H. Hoi, Michael R. Lyu: Robust Regularized Kernel Regression. IEEE Transactions on Systems, Man, and Cybernetics, Part B 38(6): 1639-1644 (2008)
c31		Steven C. H. Hoi, Rong Jin: Semi-Supervised Ensemble Ranking. AAAI 2008: 634-639
c30		Jinfeng Zhuang, Steven C. H. Hoi, Aixin Sun, Rong Jin: Representative entry selection for profiling blogs. CIKM 2008: 1387-1388
c29		Steven C. H. Hoi, Rong Jin, Jianke Zhu, Michael R. Lyu: Semi-supervised SVM batch mode active learning for image retrieval. CVPR 2008
c28		Steven C. H. Hoi, Wei Liu, Shih-Fu Chang: Semi-supervised distance metric learning for Collaborative Image Retrieval. CVPR 2008
c27		Hock Hee Ang, Vivekanand Gopalkrishnan, Steven C. H. Hoi, Wee Keong Ng, Anwitaman Datta: Classification in P2P Networks by Bagging Cascade RSVMs. DBISP2P 2008: 13-25
c26		Wei Liu, Steven C. H. Hoi, Jianzhuang Liu: Output Regularized Metric Learning with Side Information. ECCV (3) 2008: 358-371
c25		Jianke Zhu, Steven C. H. Hoi, Zenglin Xu, Michael R. Lyu: An Effective Approach to 3D Deformable Surface Tracking. ECCV (3) 2008: 766-779
c24		Steven C. H. Hoi, Rong Jin: Active kernel learning. ICML 2008: 400-407
c23		Jianke Zhu, Steven C. H. Hoi, Michael R. Lyu, Shuicheng Yan: Near-duplicate keyframe retrieval by nonrigid image matching. ACM Multimedia 2008: 41-50
c22		Hock Hee Ang, Vivekanand Gopalkrishnan, Steven C. H. Hoi, Wee Keong Ng: Cascade RSVM in Peer-to-Peer Networks. ECML/PKDD (1) 2008: 55-70
c21		Jinfeng Zhuang, Steven C. H. Hoi, Aixin Sun: On profiling blogs with representative entries. AND 2008: 55-62
	2007
c20		Thomas Deselaers, Allan Hanbury, Ville Viitaniemi, András A. Benczúr, Mátyás Brendel, Bálint Daróczy, Hugo Jair Escalante Balderas, Theo Gevers, Carlos Arturo Hernández-Gracidas, Steven C. H. Hoi, Jorma Laaksonen, Mingjing Li, Heidy Marisol Marín Castro, Hermann Ney, Xiaoguang Rui, Nicu Sebe, Julian Stöttinger, Lei Wu: Overview of the ImageCLEF 2007 Object Retrieval Task. CLEF 2007: 445-471
c19		Steven C. H. Hoi: Cross-Language and Cross-Media Image Retrieval: An Empirical Study at ImageCLEF2007. CLEF 2007: 538-545
c18		Jianke Zhu, Steven C. H. Hoi, Michael R. Lyu: A Multi-Scale Tikhonov Regularization Scheme for Implicit Surface Modelling. CVPR 2007
c17		Yuk Man Wong, Chu-Hong Hoi, Michael R. Lyu: An Empirical Study on Large-Scale Content-Based Image Retrieval. ICME 2007: 2206-2209
c16		Steven C. H. Hoi, Rong Jin, Michael R. Lyu: Learning nonparametric kernel matrices from pairwise constraints. ICML 2007: 361-368
c15		Feng Kang, Rong Jin, Steven C. H. Hoi: Similarity Beyond Distance Measurement. RIAO 2007
	2006
j2		Luo Si, Rong Jin, Steven C. H. Hoi, Michael R. Lyu: Collaborative image retrieval via regularized metric learning. Multimedia Syst. 12(1): 34-44 (2006)
j1		Steven C. H. Hoi, Michael R. Lyu, Rong Jin: A Unified Log-Based Relevance Feedback Scheme for Image Retrieval. IEEE Trans. Knowl. Data Eng. 18(4): 509-524 (2006)
c14		Steven C. H. Hoi, Wei Liu, Michael R. Lyu, Wei-Ying Ma: Learning Distance Metrics with Contextual Constraints for Image Retrieval. CVPR (2) 2006: 2072-2078
c13		Jianke Zhu, Steven C. H. Hoi, Michael R. Lyu: Real-Time Non-rigid Shape Recovery Via Active Appearance Models for Augmented Reality. ECCV (1) 2006: 186-197
c12		Steven C. H. Hoi, Rong Jin, Jianke Zhu, Michael R. Lyu: Batch mode active learning and its application to medical image classification. ICML 2006: 417-424
c11		Steven C. H. Hoi, Michael R. Lyu, Edward Y. Chang: Learning the unified kernel machines for classification. KDD 2006: 187-196
c10		Qiankun Zhao, Steven C. H. Hoi, Tie-Yan Liu, Sourav S. Bhowmick, Michael R. Lyu, Wei-Ying Ma: Time-dependent semantic similarity measure of queries using historical click-through data. WWW 2006: 543-552
c9		Steven C. H. Hoi, Rong Jin, Michael R. Lyu: Large-scale text categorization by batch mode active learning. WWW 2006: 633-642
	2005
c8		Steven C. H. Hoi, Jianke Zhu, Michael R. Lyu: CUHK at ImageCLEF 2005: Cross-Language and Cross-Media Image Retrieval. CLEF 2005: 602-611
c7		Steven C. H. Hoi, Michael R. Lyu: A Semi-Supervised Active Learning Framework for Image Retrieval. CVPR (2) 2005: 302-309
c6		Steven C. H. Hoi, Michael R. Lyu, Rong Jin: Integrating User Feedback Log into Relevance Feedback by Coupled SVM for Content-Based Image Retrieval. ICDE Workshops 2005: 1177
	2004
c5		Chu-Hong Hoi, Michael R. Lyu: Robust face recognition using minimax probability machine. ICME 2004: 1175-1178
c4		Chu-Hong Hoi, Michael R. Lyu: Group-based Relevance Feedback with Support Vector Machine Ensembles. ICPR (3) 2004: 874-877
c3		Chu-Hong Hoi, Michael R. Lyu: A novel log-based relevance feedback technique in content-based image retrieval. ACM Multimedia 2004: 24-31
c2		Chu-Hong Hoi, Michael R. Lyu: Web image learning for searching semantic concepts in image databases. WWW (Alternate Track Papers & Posters) 2004: 406-407
	2003
c1		Chu-Hong Hoi, Wei Wang, Michael R. Lyu: A Novel Scheme for Video Similarity Detection. CIVR 2003: 373-382

Coauthor Index

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