Papers

[2012]

• An exploration of improving collaborative recommender systems via user-item subgroups
  Bin Xu, Jiajun Bu, Chun Chen, Deng Cai.
  The 21st international conference on World Wide Web (WWW'12), April 2012.
  Bibtex source | PDF |

• Semi-Supervised Nonlinear Hashing Using Bootstrap Sequential Projection Learning
  Chenxia Wu, Jianke Zhu, Deng Cai, Chun Chen, Jiajun Bu
  IEEE Transactions on Knowledge and Data Engineering, to appear.
  Bibtex source | PDF | DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/TKDE.2012.76

• Co-Occurrence Based Diffusion for Expert Search On the Web
  Ziyu Guan, Gengxing Miao, Russell McLoughlin, Xifeng Yan, Deng Cai
  IEEE Transactions on Knowledge and Data Engineering, to appear.
  Bibtex source | PDF | DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/TKDE.2012.49

• Constrained Non-negative Matrix Factorization for Image Representation
  Haifeng Liu, Zhaohui Wu, Deng Cai, Thomas S. Huang
  IEEE Transactions on Pattern Analysis and Machine Intelligence, to appear.
  Bibtex source | PDF | DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/TPAMI.2011.217

• Locally Discriminative Coclustering
  Lijun Zhang, Chun Chen, Jiajun Bu, Zhengguang Chen, Deng Cai, Jiawei Han
  IEEE Transactions on Knowledge and Data Engineering, Vol. 24, No. 6, pp. 1025-1035, 2012.
  Bibtex source | PDF

• Manifold Adaptive Experimental Design for Text Categorization
  Deng Cai, Xiaofei He
  IEEE Transactions on Knowledge and Data Engineering, Vol. 24, No. 4, pp. 707-719, 2012.
  Bibtex source | PDF | Reproduce experimental results

[2011]

• Sparse concept coding for visual analysis
  Deng Cai, Hujun Bao, Xiaofei He.
  Proc. 2011 IEEE Computer Society Conf. on Computer Vision and Pattern Recognition (CVPR'11), June 2011.
  Bibtex source | PDF | Reproduce experimental results

• Large Scale Spectral Clustering with Landmark-Based Representation
  Xinlei Chen, Deng Cai.
  Twenty-Fifth Conference on Artificial Intelligence (AAAI'11), July 2011.
  Bibtex source | PDF | Reproduce experimental results

• Efficient manifold ranking for image retrieval
  Bin Xu, Jiajun Bu, Chun Chen, Deng Cai, Xiaofei He, Wei Liu, Jiebo Luo.
  The 34th Annual International ACM SIGIR Conference (SIGIR'11), July 2011.
  Bibtex source | PDF | Reproduce experimental results

• Locally Consistent Concept Factorization for Document Clustering
  Deng Cai, Xiaofei He, Jiawei Han.
  IEEE Transactions on Knowledge and Data Engineering, Vol. 23, No. 6, pp. 902-913, 2011.
  Bibtex source | PDF | Reproduce experimental results

• Laplacian Regularized Gaussian Mixture Model for Data Clustering
  Xiaofei He, Deng Cai, Yuanlong Shao, Hujun Bao, and Jiawei Han.
  IEEE Transactions on Knowledge and Data Engineering, Vol. 23, No. 9, pp. 1406-1418, 2011.
  Bibtex source | PDF |

• Active Learning Based on Locally Linear Reconstruction
  Lijun Zhang, Chun Chen, Jiajun Bu, Deng Cai, Xiaofei He, Thomas S. Huang
  IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 33, No. 10, pp. 2026-2038, 2011.
  Bibtex source | PDF

• Graph Regularized Sparse Coding for Image Representation
  Miao Zheng, Jiajun Bu, Chun Chen, Can Wang, Lijun Zhang, Guang Qiu, Deng Cai.
  IEEE Transactions on Image Processing, Vol. 20, No. 5, pp. 1327-1336, 2011.
  Bibtex source | PDF | Reproduce experimental results

• Graph Regularized Non-negative Matrix Factorization for Data Representation
  Deng Cai, Xiaofei He, Jiawei Han, Thomas Huang
  IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 33, No. 8, pp. 1548-1560, 2011.
  Bibtex source | PDF | Reproduce experimental results

• Speed Up Kernel Discriminant Analysis
  Deng Cai, Xiaofei He, Jiawei Han.
  The VLDB Journal, Volume 20, Issue 1, Page 21-33, 2011. DOI: 10.1007/s00778-010-0189-3
  Bibtex source | PDF | Reproduce experimental results

[2010]

• Error-correcting Output Hashing in Fast Similarity Search ( Best Paper Award )
  Zhou Yu, Deng Cai, Xiaofei He.
  2nd International Conference on Internet Multimedia Computing and Service (ICIMCS'10), Dec. 2010
  Bibtex source | PDF

• Unsupervised Feature Selection for Multi-cluster Data
  Deng Cai, Chiyuan Zhang, Xiaofei He.
  16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'10), July 2010.
  Bibtex source | PDF

• Self-taught Hashing for Fast Similarity Search
  Dell Zhang, Jun Wang, Deng Cai, Jinsong Lu.
  The 33rd Annual International ACM SIGIR Conference (SIGIR'10), July 2010.
  Bibtex source | PDF

• Gaussian Mixture Model with Local Consistency
  Jialu Liu, Deng Cai, Xiaofei He.
  Twenty-Fourth Conference on Artificial Intelligence (AAAI'10), July 2010.
  Bibtex source | PDF

• Document Recommendation in Social Tagging Services
  Ziyu Guan, Can Wang, Jiajun Bu, Chun Chen, Kun Yang, Deng Cai and Xiaofei He.
  The International World Wide Web Conference (WWW 2010), April 2010.
  Bibtex source | PDF

• Laplacian Co-hashing of Terms and Documents
  Dell Zhang, Jun Wang, Deng Cai, Jinsong Lu.
  32nd European Conference on Information Retrieval (ECIR'10), March 2010.
  Bibtex source | PDF

[2009]

• Convex Experimental Design Using Manifold Structure for Image Retrieval
  Lijun Zhang, Chun Chen, Wei Chen, Jiajun Bu, Deng Cai and Xiaofei He.
  ACM International Conference on Multimedia 2009, Beijing, China, October 19-24, 2009.
  Bibtex source | PDF

• Semi-Supervised Topic Modeling for Image Annotation
  Yuanlong Shao, Yuan Zhou, Xiaofei He, Deng Cai and Hujun Bao.
  ACM International Conference on Multimedia 2009, Beijing, China, October 19-24, 2009.
  Bibtex source | PDF

• Active Subspace Learning
  Xiaofei He and Deng Cai.
  IEEE International Conference on Computer Vision (ICCV'09), Kyoto, Japan, Sep. 2009.
  Bibtex source | PDF |

• Probabilistic Dyadic Data Analysis with Local and Global Consistency
  Deng Cai, Xuanhui Wang and Xiaofei He.
  26th International Conference on Machine Learning (ICML'09), June, 2009.
  Bibtex source | PDF | Code | Data

• Locality Preserving Nonnegative Matrix Factorization
  Deng Cai, Xiaofei He, Xuanhui Wang, Hujun Bao and Jiawei Han.
  Proc. 2009 Int. Joint Conference on Artificial Intelligence (IJCAI'09), Pasadena, CA, July 2009.
  Bibtex source | PDF | Code |

• Spectral Regression: A Regression Framework for Efficient Regularized Subspace Learning
  Deng Cai
  PhD Thesis, Department of Computer Science, University of Illinois at Urbana-Champaign, May 2009.
  Bibtex source | Online version | Code |

[2008]

• Non-negative Matrix Factorization on Manifold
  Deng Cai, Xiaofei He, Xiaoyun Wu and Jiawei Han.
  Proc. 2008 Int. Conf. on Data Mining (ICDM'08), Pisa, Italy, Dec. 2008.
  Bibtex source | PDF | Code

• Modeling Hidden Topics on Document Manifold
  Deng Cai, Qiaozhu Mei, Jiawei Han, ChengXiang Zhai.
  Proc. 2008 ACM Conf. on Information and Knowledge Management (CIKM'08), Napa Valley, CA, Oct. 2008.
  Bibtex source | PDF | Code | Data

• Sparse Projections over Graph
  Deng Cai, Xiaofei He, and Jiawei Han.
  Proc. 2008 AAAI Conf. on Artificial Intelligence (AAAI-08), Chicago, Illinois, July 2008.
  Bibtex source | PDF | Code

• Topic Modeling with Network Regularization
  Qiaozhu Mei, Deng Cai, Duo Zhang, ChengXiang Zhai.
  Proceedings of the World Wide Web Conference 2008 ( WWW'08)
  Bibtex source | PDF | Code

• Training Linear Discriminant Analysis in Linear Time
  Deng Cai, Xiaofei He, and Jiawei Han.
  Proc. 2008 Int. Conf. on Data Engineering (ICDE'08), Cancun, Mexico, April 2008.
  Bibtex source | PDF | Code

• Modeling Hidden Topics on Document Manifold
  Deng Cai, Qiaozhu Mei, Xiaofei He, and Jiawei Han.
  Department of Computer Science Technical Report No. 2963, University of Illinois at Urbana-Champaign (UIUCDCS-R-2008-2963), January 2008.
  Bibtex source | PDF | Code

• Learning a Maximum Margin Subspace for Image Retrieval
  Xiaofei He, Deng Cai, Jiawei Han.
  IEEE Transactions on Knowledge and Data Engineering, vol. 20, no. 2, pp. 189-201, February, 2008.
  Bibtex source | PDF | Online version | Code

• SRDA: An Efficient Algorithm for Large Scale Discriminant Analysis
  Deng Cai, Xiaofei He, Jiawei Han.
  IEEE Transactions on Knowledge and Data Engineering, vol. 20, no. 1, pp. 1-12, January, 2008.
  Bibtex source | PDF | Online version | Code

[2007]

• Regularized Locality Preserving Indexing via Spectral Regression
  Deng Cai, Xiaofei He, Wei Vivian Zhang, and Jiawei Han.
  Proc. 2007 ACM Int. Conf. on Information and Knowledge Management (CIKM'07), Lisboa, Portugal, Nov. 2007.
  Bibtex source | PDF | Code | Data

• Spectral Regression: A Unified Approach for Sparse Subspace Learning
  Deng Cai, Xiaofei He, and Jiawei Han.
  Proc. 2007 Int. Conf. on Data Mining (ICDM'07), Omaha, NE, Oct. 2007.
  Bibtex source | PDF | Code

• Efficient Kernel Discriminant Analysis via Spectral Regression
  Deng Cai, Xiaofei He, and Jiawei Han.
  Proc. 2007 Int. Conf. on Data Mining (ICDM'07), Omaha, NE, Oct. 2007.
  Bibtex source | PDF | Code

• Spectral Regression for Efficient Regularized Subspace Learning
  Deng Cai, Xiaofei He, and Jiawei Han.
  IEEE International Conference on Computer Vision (ICCV), Rio de Janeiro, Brazil, Oct. 2007.
  Bibtex source | PDF | Code

• Semi-Supervised Discriminant Analysis
  Deng Cai, Xiaofei He, and Jiawei Han.
  IEEE International Conference on Computer Vision (ICCV), Rio de Janeiro, Brazil, Oct. 2007.
  Bibtex source | PDF | Code

• Regularized Regression on Image Manifold for Retrieval
  Deng Cai, Xiaofei He, and Jiawei Han.
  Proc. 9th ACM SIGMM International Workshop on Multimedia Information Retrieval, Augsburg, Germany, Sep. 2007.
  Bibtex source | PDF

• Spectral Regression: A Unified Subspace Learning Framework for Content-Based Image Retrieval
  Deng Cai, Xiaofei He, and Jiawei Han.
  ACM Multimedia 2007, Augsburg, Germany, Sep. 2007.
  Bibtex source | PDF | Code

• Laplacian Optimal Design for Image Retrieval
  Xiaofei He, Wanli Min, Deng Cai, and Kun Zhou.
  ACM Conference on Information Retrieval (SIGIR), Amsterdam, The Netherlands, July 2007.
  Bibtex source | PDF

• Isometric Projection
  Deng Cai, Xiaofei He, and Jiawei Han.
  Proc. 22nd Conference on Artifical Intelligence (AAAI), Vancouver, Canada, July 2007.
  Bibtex source | PDF | Code

• Learning a Spatially Smooth Subspace for Face Recognition
  Deng Cai, Xiaofei He, Yuxiao Hu, Jiawei Han and Thomas Huang.
  Proc. 2007 IEEE Computer Society Conf. on Computer Vision and Pattern Recognition (CVPR'07), Minneapolis, USA, June 2007.
  Bibtex source | PDF | Code

• Locality Sensitive Discriminant Analysis
  Deng Cai, Xiaofei He, Kun Zhou, Jiawei Han and Hujun Bao.
  Proc. 2007 Int. Joint Conf. on Artificial Intelligence (IJCAI'07), Hyderabad, India, Jan. 2007.
  Bibtex source | PDF | Code

• Clustering and Searching WWW Images Using Link and Page Layout Analysis
  Xiaofei He, Deng Cai, Ji-Rong Wen, Wei-Ying Ma and Hong-Jiang Zhang.
  ACM Transactions on Multimedia Computing, Communications and Applications, vol. 3, no. 2, ISSN:1551-6857, 2007.
  Bibtex source | PDF

• Efficient Kernel Discriminant Analysis via Spectral Regression
  Deng Cai, Xiaofei He, and Jiawei Han.
  Department of Computer Science Technical Report No. 2888, University of Illinois at Urbana-Champaign (UIUCDCS-R-2007-2888), August 2007.
  Bibtex source | PDF | Code

• SRDA: An Efficient Algorithm for Large Scale Discriminant Analysis
  Deng Cai, Xiaofei He, and Jiawei Han.
  Department of Computer Science Technical Report No. 2857, University of Illinois at Urbana-Champaign (UIUCDCS-R-2007-2857), May 2007.
  Bibtex source | PDF | Code

• Spectral Regression for Dimensionality Reduction
  Deng Cai, Xiaofei He, and Jiawei Han.
  Department of Computer Science Technical Report No. 2856, University of Illinois at Urbana-Champaign (UIUCDCS-R-2007-2856), May 2007.
  Bibtex source | PDF | Code

[2006]

• Orthogonal Laplacianfaces for Face Recognition
  Deng Cai, Xiaofei He, Jiawei Han and Hong-Jiang Zhang.
  IEEE Transactions on Image Processing, vol. 15, no. 11, pp. 3608-3614, November, 2006.
  Bibtex source | PDF | Code

• Tensor Sapce Model for Document Analysis
  Deng Cai, Xiaofei He, and Jiawei Han.
  The 29th Annual International ACM SIGIR Conference (SIGIR'06 poster), Seattle, USA, Aug. 2006.
  Bibtex source | PDF | Code

• Semi-Supervised Regression using Spectral Techniques
  Deng Cai, Xiaofei He, and Jiawei Han.
  Department of Computer Science Technical Report No. 2749, University of Illinois at Urbana-Champaign (UIUCDCS-R-2006-2749), July 2006.
  Bibtex source | PDF | Code

• Regularized Locality Preserving Projections with Two-Dimensional Discretized Laplacian Smoothing
  Deng Cai, Xiaofei He, and Jiawei Han.
  Department of Computer Science Technical Report No. 2748, University of Illinois at Urbana-Champaign (UIUCDCS-R-2006-2748), July 2006.
  Bibtex source | PDF | Updated Version | Code

• Isometric Projection
  Deng Cai, Xiaofei He, and Jiawei Han.
  Department of Computer Science Technical Report No. 2747, University of Illinois at Urbana-Champaign (UIUCDCS-R-2006-2747), July 2006.
  Bibtex source | PDF | Code

• Learning with Tensor Representation
  Deng Cai, Xiaofei He, and Jiawei Han.
  Department of Computer Science Technical Report No. 2716, University of Illinois at Urbana-Champaign (UIUCDCS-R-2006-2716), April 2006.
  Bibtex source | PDF

• Tensor Space Model for Document Analysis
  Deng Cai, Xiaofei He, and Jiawei Han.
  Department of Computer Science Technical Report No. 2715, University of Illinois at Urbana-Champaign (UIUCDCS-R-2006-2715), April 2006.
  Bibtex source | PDF | Code

• Support Tensor Machines for Text Categorization
  Deng Cai, Xiaofei He, Ji-Rong Wen, Jiawei Han, and Wei-Ying Ma.
  Department of Computer Science Technical Report No. 2714, University of Illinois at Urbana-Champaign (UIUCDCS-R-2006-2714), April 2006.
  Bibtex source | PDF

• An Algorithm for Semi-supervised Learning in Image Retrieval
  Ke Lu, Jidong Zhao and Deng Cai.
  Pattern Recognition 39(4): 717-720, 2006.
  Bibtex source | PDF

[2005]

• Document Clustering Using Locality Preserving Indexing
  Deng Cai, Xiaofei He and Jiawei Han.
  IEEE Transactions on Knowledge and Data Engineering, vol. 17, no. 12, pp. 1624-1637, December, 2005.
  Bibtex source | PDF | Online version | Code | Data

• Tensor Subspace Analysis
  Xiaofei He, Deng Cai, and Partha Niyogi.
  Advances in Neural Information Processing Systems 18 (NIPS'05), Vancouver, Canada, 2005
  Bibtex source | PDF | Code

• Laplacian Score for Feature Selection
  Xiaofei He, Deng Cai, and Partha Niyogi.
  Advances in Neural Information Processing Systems 18 (NIPS'05), Vancouver, Canada, 2005
  Bibtex source | PDF | Code

• Image Clustering with Tensor Representation
  Xiaofei He, Deng Cai, Haifeng Liu and Jiawei Han.
  ACM Multimedia 2005, Nov. 2005, Hilton, Singapore.
  Bibtex source | PDF | Code

• Community Mining from Multi-Relational Networks
  Deng Cai, Zheng Shao, Xiaofei He, Xifeng Yan and Jiawei Han.
  Proc. 2005 European Conf. on Principles and Practice of Knowledge Discovery in Databases (PKDD'05), Porto, Portugal, Oct. 2005.
  Bibtex source | PDF

• Neighborhood Preserving Embedding
  Xiaofei He, Deng Cai, Shuicheng Yan and Hong-Jiang Zhang.
  Tenth IEEE International Conference on Computer Vision (ICCV'05), Beijing, China, Oct, 2005.
  Bibtex source | PDF | Code

• Using Graph Model for Face Analysis
  Deng Cai, Xiaofei He and Jiawei Han.
  Department of Computer Science Technical Report No. 2636, University of Illinois at Urbana-Champaign (UIUCDCS-R-2005-2636), Sept. 2005.
  Bibtex source | PDF | Code

• Mining Hidden Community in Heterogeneous Social Networks
  Deng Cai, Zheng Shao, Xiaofei He, Xifeng Yan and Jiawei Han.
  2005 ACM-SIGKDD Workshop on Link Discovery: Issues, Approaches and Applications (LinkKDD'05), Chicago, IL, Aug. 2005.
  Bibtex source | PDF

• Statistical and Computational Analysis of Locality Preserving Projection
  Xiaofei He, Deng Cai and Wanli Min.
  The 22nd International Conference on Machine Learning (ICML'05), Bonn, Germany, 7-11 August, 2005.
  Bibtex source | PDF

• Orthogonal Locality Preserving Indexing
  Deng Cai and Xiaofei He.
  The 28th Annual International ACM SIGIR Conference (SIGIR'05), Salvador, Brazil, Aug. 2005.
  Bibtex source | PDF | Code

• Subspace Learning Based on Tensor Analysis
  Deng Cai, Xiaofei He and Jiawei Han.
  Department of Computer Science Technical Report No. 2572, University of Illinois at Urbana-Champaign (UIUCDCS-R-2005-2572), May 2005.
  Bibtex source | PDF | Code

• Mining Hidden Community in Heterogeneous Social Networks
  Deng Cai, Zheng Shao, Xiaofei He, Xifeng Yan and Jiawei Han.
  Department of Computer Science Technical Report No. 2538, University of Illinois at Urbana-Champaign (UIUCDCS-R-2005-2538), March 2005.
  Bibtex source | PDF

[2004]

• Hierarchical Clustering of WWW Image Search Results Using Visual, Textual and Link Analysis
  Deng Cai, Xiaofei He, Zhiwei Li, Wei-Ying Ma and Ji-Rong Wen.
  ACM Multimedia 2004, Oct. 2004.
  Bibtex source | PDF

• Locality Preserving Clustering for Image Database
  Xin Zheng, Deng Cai, Xiaofei He, Wei-Ying Ma and Xueyin Lin.
  ACM Multimedia 2004, Oct. 2004.
  Bibtex source | PDF | Code

• Locality Preserving Indexing for Document Representation
  Xiaofei He, Deng Cai, Haifeng Liu and Wei-Ying Ma.
  The 27th Annual International ACM SIGIR Conference (SIGIR'2004), July 2004.
  Bibtex source | PDF | Code

• Block-level Link Analysis
  Deng Cai, Xiaofei He, Ji-Rong Wen and Wei-Ying Ma.
  The 27th Annual International ACM SIGIR Conference (SIGIR'2004) , July 2004.
  Bibtex source | PDF | Discussions

• Block-based Web Search
  Deng Cai, Shipeng Yu, Ji-Rong Wen and Wei-Ying Ma.
  The 27th Annual International ACM SIGIR Conference (SIGIR'2004), July 2004.
  Bibtex source | PDF

• Organizing WWW Images Based on The Analysis of Page Layout and Web Link Structure
  Deng Cai, Xiaofei He, Wei-Ying Ma, Ji-Rong Wen and Hong-Jiang Zhang.
  The 2004 IEEE International Conference on Multimedia and EXPO (ICME'2004), June 2004.
  Bibtex source | PDF

• ImageSeer: Clustering and Searching WWW Images Using Link and Page Layout Analysis
  Xiaofei He, Deng Cai, Ji-Rong Wen, Wei-Ying Ma and Hong-Jiang Zhang.
  Microsoft Technical Report (MSR-TR-2004-38), 2004.
  Bibtex source | PDF

[2003]

• Microsoft Research Asia at The Web Track of TREC 2003
  Ji-Rong Wen, Ruihua Song, Deng Cai, Kaihua Zhu, Shipeng Yu, Shaozhi Ye and Wei-Ying Ma.
  The Twelfth Text Retrieval Conference (TREC'12), Nov. 2003.
  Bibtex source | PDF

• Improving Pseudo-Relevance Feedback in Web Information Retrieval Using Web Page Segmentation
  Shipeng Yu, Deng Cai, Ji-Rong Wen and Wei-Ying Ma.
  The Twelfth International World Wide Web Conference (WWW'03), May 2003.
  Bibtex source | PDF

• Extracting Content Structure for Web Pages based on Visual Representation
  Deng Cai, Shipeng Yu, Ji-Rong Wen and Wei-Ying Ma.
  The Fifth Asia Pacific Web Conference (APWeb'03), 2003. Springer Lecture Notes in Computer Science LNCS 2642.
  Bibtex source | PDF | Code

• VIPS: a Vision-based Page Segmentation Algorithm
  Deng Cai, Shipeng Yu, Ji-Rong Wen and Wei-Ying Ma.
  Microsoft Technical Report (MSR-TR-2003-79), November, 2003.
  Bibtex source | PDF | Updated version | Code