Paper List (Categorized based on Topic)
Dimensionality Reduction, Subspace Learning, Feature Extraction, Metric Learning
- Xiaofei He, Shuicheng Yan, Yuxiao Hu, Partha Niyogi, and Hong-Jiang Zhang, "Face Recognition Using Laplacianfaces", in IEEE TPAMI, 2005.
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- Deng Cai, Xiaofei He, Jiawei Han, and Hong-Jiang Zhang, "Orthogonal Laplacianfaces for Face Recognition", in IEEE TIP, 2006.
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- Xiaofei He and Partha Niyogi, "Locality Preserving Projections", NIPS 16, 2003.
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- Deng Cai, "Spectral Regression: A Regression Framework for Efficient Regularized Subspace Learning", PhD Thesis, Department of Computer Science, UIUC, 2009.
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- Deng Cai, Xiaofei He and Jiawei Han, "Spectral Regression for Efficient Regularized Subspace Learning", ICCV'07.
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- Deng Cai, Xiaofei He, Wei Vivian Zhang, and Jiawei Han, "Regularized Locality Preserving Indexing via Spectral Regression", CIKM'07. Bibtex source
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Xiaofei He, Deng Cai, Shuicheng Yan and Hong-Jiang Zhang, "Neighborhood Preserving Embedding", ICCV'05.
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- Deng Cai, Xiaofei He and Jiawei Han, "Semi-Supervised Discriminant Analysis", ICCV'07.
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- Deng Cai, Xiaofei He and Jiawei Han, "Spectral Regression: A Unified Approach
for Sparse Subspace Learning", ICDM'07. Bibtex source
- Deng Cai, Xiaofei He and Jiawei Han, "Sparse Projections over Graph", AAAI'08. Bibtex source
- Deng Cai, Xiaofei He and Jiawei Han, "Isometric Projection", AAAI'07. Bibtex source
- Deng Cai, Xiaofei He, Kun Zhou, Jiawei Han and Hujun Bao, "Locality Sensitive
Discriminant Analysis", IJCAI'07. Bibtex source
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Deng Cai and Xiaofei He, "Orthogonal Locality Preserving Indexing", SIGIR'05.
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Xiaofei He, Deng Cai, Haifeng Liu and Wei-Ying Ma, "Locality Preserving Indexing for Document Representation", SIGIR'04.
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Discriminant Analysis
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Deng Cai, Xiaofei He, and Jiawei Han, "SRDA: An Efficient Algorithm for Large-Scale Discriminant Analysis", IEEE TKDE 2008.
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- Deng Cai, Xiaofei He and Jiawei Han, "Efficient Kernel Discriminant Analysis via
Spectral Regression", ICDM'07. Bibtex source
- Deng Cai, Xiaofei He and Jiawei Han, "Spectral Regression for Efficient Regularized Subspace Learning", ICCV'07.
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- Deng Cai, Xiaofei He and Jiawei Han, "Semi-Supervised Discriminant Analysis", ICCV'07.
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- Deng Cai, Xiaofei He and Jiawei Han, "Training Linear Discriminant Analysis in
Linear Time", ICDE'08. Bibtex source
Manifold Learning
- Xiaofei He and Partha Niyogi, "Locality Preserving Projections", NIPS 16, 2003.
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Xiaofei He, Deng Cai, Shuicheng Yan and Hong-Jiang Zhang, "Neighborhood Preserving Embedding", ICCV'05.
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- Deng Cai, Xiaofei He, Kun Zhou, Jiawei Han and Hujun Bao, "Locality Sensitive
Discriminant Analysis", IJCAI'07. Bibtex source
- Deng Cai, Xiaofei He and Jiawei Han, "Isometric Projection", AAAI'07. Bibtex source
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Xiaofei He, Deng Cai and Wanli Min, "Statistical and Computational Analysis of Locality Preserving Projection", ICML'05.
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Active Learning
- Xiaofei He and Deng Cai, "Active Subspace Learning", ICCV'09.
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- Xiaofei He,Wanli Min, Deng Cai and Kun Zhou, "Laplacian Optimal Design for Image
Retrieval", SIGIR'07. Bibtex source
Feature Selection
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Xiaofei He, Deng Cai, and Partha Niyogi, "Laplacian Score for Feature Selection", NIPS'05.
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Topic Modeling
- Deng Cai, Xuanhui Wang and Xiaofei He, "Probabilistic Dyadic Data Analysis with Local and Global Consistency", ICML'09. Bibtex source
- Deng Cai, Qiaozhu Mei, Jiawei Han, ChengXiang Zhai, "Modeling Hidden Topics on Document Manifold", CIKM'08. Bibtex source
- Qiaozhu Mei, Deng Cai, Duo Zhang and Chengxiang Zhai. "Topic Modeling with
Network Regularization", WWW'08. Bibtex source
Clustering
- Deng Cai, Xiaofei He, and Jiawei Han, "Document Clustering Using Locality Preserving Indexing", in IEEE TKDE, 2005. Bibtex source
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Xiaofei He, Deng Cai, Haifeng Liu and Jiawei Han, "Image Clustering with Tensor Representation", ACM Multimedia 2005.
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Xin Zheng, Deng Cai, Xiaofei He, Wei-Ying Ma and Xueyin Lin, "Locality Preserving Clustering for Image Database", ACM Multimedia 2004.
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Matrix Factorization
- Deng Cai, Xiaofei He, Xiaoyun Wu and Jiawei Han, "Non-negative Matrix Factorization
on Manifold", ICDM'08. Bibtex source
- Deng Cai, Xiaofei He, Xuanhui Wang, Hujun Bao and Jiawei Han, "Locality Preserving
Nonnegative Matrix Factorization", IJCAI'09. Bibtex source
Semi-supervised Learning
- Xiaofei He, Deng Cai and Jiawei Han, "Learning a Maximum Margin Subspace for
Image Retrieval", IEEE TKDE 2008. Bibtex source
- Deng Cai, Xiaofei He and Jiawei Han, "Semi-Supervised Discriminant Analysis", ICCV'07.
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- Deng Cai, Xiaofei He and Jiawei Han, "Spectral Regression: A Unified Subspace
Learning Framework for Content-Based Image Retrieval", ACM Multimedia 2007. Bibtex source
- Deng Cai, Xiaofei He and Jiawei Han, "Regularized Regression on Image Manifold for
Retrieval", ACM MIR'07. Bibtex source
Tensor-based Learning
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Xiaofei He, Deng Cai, and Partha Niyogi, "Tensor Subspace Analysis" NIPS'05.
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Xiaofei He, Deng Cai, Haifeng Liu and Jiawei Han, "Image Clustering with Tensor Representation", ACM Multimedia 2005.
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- Deng Cai, Xiaofei He and Jiawei Han, "Tensor Sapce Model for Document Analysis", SIGIR'06. Bibtex source
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Deng Cai, Xiaofei He, and Jiawei Han, "Learning with Tensor Representation", UIUC CS Technical Report 2006.
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Deng Cai, Xiaofei He, and Jiawei Han, "Support Tensor Machines for Text Categorization", UIUC CS Technical Report 2006.
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Deng Cai, Xiaofei He and Jiawei Han, "Subspace Learning Based on Tensor Analysis", UIUC CS Technical Report 2005.
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Face Recognition
- Xiaofei He, Shuicheng Yan, Yuxiao Hu, Partha Niyogi, and Hong-Jiang Zhang, "Face Recognition Using Laplacianfaces", in IEEE TPAMI, 2005.
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- Deng Cai, Xiaofei He, Jiawei Han, and Hong-Jiang Zhang, "Orthogonal Laplacianfaces for Face Recognition", in IEEE TIP, 2006.
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- Deng Cai, Xiaofei He, Yuxiao Hu, Jiawei Han and Thomas Huang, "Learning a Spatially Smooth Subspace for Face Recognition", CVPR'07. Bibtex source
- Deng Cai, Xiaofei He and Jiawei Han, "Spectral Regression for Efficient Regularized Subspace Learning", ICCV'07.
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Content-based Image Retrieval
- Xiaofei He, Deng Cai and Jiawei Han, "Learning a Maximum Margin Subspace for
Image Retrieval", IEEE TKDE 2008. Bibtex source
- Deng Cai, Xiaofei He and Jiawei Han, "Spectral Regression: A Unified Subspace
Learning Framework for Content-Based Image Retrieval", ACM Multimedia 2007. Bibtex source
- Xiaofei He and Deng Cai, "Active Subspace Learning", ICCV'09.
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- Deng Cai, Xiaofei He and Jiawei Han, "Regularized Regression on Image Manifold for
Retrieval", ACM MIR'07. Bibtex source
Community Mining
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Deng Cai, Zheng Shao, Xiaofei He, Xifeng Yan and Jiawei Han, "Community Mining from Multi-Relational Networks", PKDD'05.
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Deng Cai, Zheng Shao, Xiaofei He, Xifeng Yan and Jiawei Han, "Mining Hidden Community in Heterogeneous Social Networks", LinkKDD'05.
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Web Search and Link Analysis
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Deng Cai, Xiaofei He, Ji-Rong Wen and Wei-Ying Ma, "Block-level Link Analysis", SIGIR'04.
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Deng Cai, Shipeng Yu, Ji-Rong Wen and Wei-Ying Ma, "Block-based Web Search", SIGIR'04.
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- Shipeng Yu, Deng Cai, Ji-RongWen and Wei-Ying Ma. "Improving Pseudo-Relevance
Feedback in Web Information Retrieval Using Web Page Segmentation", WWW'03. Bibtex source
Web Information Extraction, Web Page Segmentation
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Deng Cai, Shipeng Yu, Ji-Rong Wen and Wei-Ying Ma, "Extracting Content Structure for Web Pages based on Visual Representation", APWeb'03.
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Deng Cai, Shipeng Yu, Ji-Rong Wen and Wei-Ying Ma, "VIPS: a Vision-based Page Segmentation Algorithm", Microsoft Technical Report, 2003.
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Web Image Search and Organization
- Xiaofei He, Deng Cai, Ji-Rong Wen, Wei-Ying Ma and Hong-Jiang Zhang, "Clustering
and Searching WWW Images Using Link and Page Layout Analysis", ACM TMCCA 2007. Bibtex source
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Deng Cai, Xiaofei He, Zhiwei Li, Wei-Ying Ma and Ji-Rong Wen, "Hierarchical Clustering of WWW Image Search Results Using Visual, Textual and Link Analysis", ACM Multimedia 2004.
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Deng Cai, Xiaofei He, Wei-Ying Ma, Ji-Rong Wen and Hong-Jiang Zhang, "Organizing WWW Images Based on The Analysis of Page Layout and Web Link Structure", ICME'04.
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