| 2007 | Sketching Landscapes of Page Farms. | Bin Zhou, Jian Pei |
| 2007 | Computing Statistical Profiles of Active Sites in Proteins. | Chang Zhao, Jalal Mahmud, I. V. Ramakrishnan, Subramanyam Swaminathan |
| 2007 | Semi-supervised Feature Selection via Spectral Analysis. | Zheng Zhao, Huan Liu |
| 2007 | Semi-Supervised Dimensionality Reduction. | Daoqiang Zhang, Zhi-Hua Zhou, Songcan Chen |
| 2007 | On Demand Phenotype Ranking through Subspace Clustering. | Xiang Zhang, Wei Wang, Jun Huan |
| 2007 | HACS: Heuristic Algorithm for Clustering Subsets. | Ding Yuan, W. Nick Street |
| 2007 | Fast Best-Match Shape Searching in Rotation Invariant Metric Spaces. | Dragomir Yankov, Eamonn J. Keogh, Li Wei, Xiaopeng Xi, Wendy L. Hodges |
| 2007 | Conical Dimension as an Intrinsic Dimension Estimator and its Applications. | Xin Yang, Sebastien Michea, Hongyuan Zha |
| 2007 | Harmonium Models for Semantic Video Representation and Classification. | Jun Yang, Yan Liu, Eric P. Xing, Alexander G. Hauptmann |
| 2007 | Probabilistic Joint Feature Selection for Multi-task Learning. | Tao Xiong, Jinbo Bi, R. Bharat Rao, Vladimir Cherkassky |
| 2007 | Finding Motifs in a Database of Shapes. | Xiaopeng Xi, Eamonn J. Keogh, Li Wei, Agenor Mafra-Neto |
| 2007 | Discriminating Subsequence Discovery for Sequence Clustering. | Jianyong Wang, Yuzhou Zhang, Lizhu Zhou, George Karypis, Charu C. Aggarwal |
| 2007 | Fast Multilevel Transduction on Graphs. | Fei Wang, Changshui Zhang |
| 2007 | Mining Naturally Smooth Evolution of Clusters from Dynamic Data. | Yi Wang, Shi-Xia Liu, Jianhua Feng, Lizhu Zhou |
| 2007 | Fast Counting with AV-Space for Efficient Rule Induction. | Linyan Wang, Aijun An |
| 2007 | Kernel Based Detection of Mislabeled Training Examples. | Hamed Valizadegan, Pang-Ning Tan |
| 2007 | Less is More: Compact Matrix Decomposition for Large Sparse Graphs. | Jimeng Sun, Yinglian Xie, Hui Zhang, Christos Faloutsos |
| 2007 | Estimating False Negatives for Classification Problems with Cluster Structure. | Gyrgy J. Simon, Vipin Kumar, Zhi-Li Zhang |
| 2007 | Higher Order Orthogonal Iteration of Tensors (HOOI) and its Relation to PCA and GLRAM. | Bernard N. Sheehan, Yousef Saad |
| 2007 | Rank Aggregation for Similar Items. | D. Sculley |
| 2007 | Dynamic Algorithm for Graph Clustering Using Minimum Cut Tree. | Barna Saha, Pabitra Mitra |
| 2007 | Constraint-Based Pattern Set Mining. | Luc De Raedt, Albrecht Zimmermann |
| 2007 | RCMap: Efficiently Creating High-Quality Euclidean Embeddings. | Arun Qamra, Edward Y. Chang |
| 2007 | Nonlinear Dimensionality Reduction using Approximate Nearest Neighbors. | Erion Plaku, Lydia E. Kavraki |
| 2007 | Identifying Bundles of Product Options using Mutual Information Clustering. | Claudia Perlich, Saharon Rosset |