| 2007 | Bandits for Taxonomies: A Model-based Approach. | Sandeep Pandey, Deepak Agarwal, Deepayan Chakrabarti, Vanja Josifovski |
| 2007 | Scalable Name Disambiguation using Multi-level Graph Partition. | Byung-Won On, Dongwon Lee |
| 2007 | Incremental Spectral Clustering With Application to Monitoring of Evolving Blog Communities. | Huazhong Ning, Wei Xu, Yun Chi, Yihong Gong, Thomas S. Huang |
| 2007 | Maximum Margin Classifiers with Specified False Positive and False Negative Error Rates. | J. Saketha Nath, Chiranjib Bhattacharyya |
| 2007 | Performance of Recommendation Systems in Dynamic Streaming Environments. | Olfa Nasraoui, Jeff Cerwinske, Carlos Rojas, Fabio A. Gonzlez |
| 2007 | An incremental data-stream sketch using sparse random projections. | Aditya Krishna Menon, Gia Vinh Anh Pham, Sanjay Chawla, Anastasios Viglas |
| 2007 | Clustering by weighted cuts in directed graphs. | Marina Meila, William Pentney |
| 2007 | PoClustering: Lossless Clustering of Dissimilarity Data. | Jinze Liu, Qi Zhang, Wei Wang, Leonard McMillan, Jan F. Prins |
| 2007 | ROAM: Rule- and Motif-Based Anomaly Detection in Massive Moving Object Data Sets. | Xiaolei Li, Jiawei Han, Sangkyum Kim, Hector Gonzalez |
| 2007 | Patterns of Cascading Behavior in Large Blog Graphs. | Jure Leskovec, Mary McGlohon, Christos Faloutsos, Natalie S. Glance, Matthew Hurst |
| 2007 | A Better Alternative to Piecewise Linear Time Series Segmentation. | Daniel Lemire |
| 2007 | Summarizing Review Scores of "Unequal" Reviewers. | Hady Wirawan Lauw, Ee-Peng Lim, Ke Wang |
| 2007 | Stacked Graphical Models for Efficient Inference in Markov Random Fields. | Zhenzhen Kou, William W. Cohen |
| 2007 | Fast Newton-type Methods for the Least Squares Nonnegative Matrix Approximation Problem. | Dongmin Kim, Suvrit Sra, Inderjit S. Dhillon |
| 2007 | Distance Preserving Dimension Reduction for Manifold Learning. | Hyunsoo Kim, Haesun Park, Hongyuan Zha |
| 2007 | AC-Framework for Privacy-Preserving Collaboration. | Wei Jiang, Chris Clifton |
| 2007 | Approximating Representations for Large Numerical Databases. | Szymon Jaroszewicz, Marcin Korzen |
| 2007 | Change-Point Detection using Krylov Subspace Learning. | Tsuyoshi Id, Koji Tsuda |
| 2007 | Co-Preserving Patterns in Bipartite Partitioning for Topic Identification. | Tianming Hu, Hui Xiong, Sam Yuan Sung |
| 2007 | Active Learning of Constraints for Semi-supervised Text Clustering. | Ruizhang Huang, Wai Lam, Zhigang Zhang |
| 2007 | Lattice based Clustering of Temporal Gene-Expression Matrices. | Yang Huang, Martin Farach-Colton |
| 2007 | Efficient Multiclass Boosting Classification with Active Learning. | Jian Huang, Seyda Ertekin, Yang Song, Hongyuan Zha, C. Lee Giles |
| 2007 | A System for Keyword Search on Textual Streams. | Vagelis Hristidis, Oscar Valdivia, Michail Vlachos, Philip S. Yu |
| 2007 | Flexible Anonymization For Privacy Preserving Data Publishing: A Systematic Search Based Approach. | Bijit Hore, Ravi Chandra Jammalamadaka, Sharad Mehrotra |
| 2007 | Bursty Feature Representation for Clustering Text Streams. | Qi He, Kuiyu Chang, Ee-Peng Lim, Jun Zhang |