| 2007 | HP2PC: Scalable Hierarchically-Distributed Peer-to-Peer Clustering. | Khaled M. Hammouda, Mohamed S. Kamel |
| 2007 | Boosting Optimal Logical Patterns Using Noisy Data. | Noam Goldberg, Chung-chieh Shan |
| 2007 | Segmentations with Rearrangements. | Aristides Gionis, Evimaria Terzi |
| 2007 | A General Framework for Mining Concept-Drifting Data Streams with Skewed Distributions. | Jing Gao, Wei Fan, Jiawei Han, Philip S. Yu |
| 2007 | Adaptive Concept Learning through Clustering and Aggregation of Relational Data. | Hichem Frigui, Cheul Hwang |
| 2007 | Mining Visual and Textual Data for Constructing a Multi-Modal Thesaurus. | Hichem Frigui, Joshua Caudill |
| 2007 | On Sample Selection Bias and Its Efficient Correction via Model Averaging and Unlabeled Examples. | Wei Fan, Ian Davidson |
| 2007 | Distributed Top-K Outlier Detection from Astronomy Catalogs using the DEMAC System. | Haimonti Dutta, Chris Giannella, Kirk D. Borne, Hillol Kargupta |
| 2007 | Understanding and Utilizing the Hierarchy of Abnormal BGP Events. | Dejing Dou, Jun Li, Han Qin, Shiwoong Kim, Sheng Zhong |
| 2007 | Towards Attack-Resilient Geometric Data Perturbation. | Keke Chen, Gordon Sun, Ling Liu |
| 2007 | Localized Support Vector Machine and Its Efficient Algorithm. | Haibin Cheng, Pang-Ning Tan, Rong Jin |
| 2007 | Preventing Information Leaks in Email. | Vitor R. Carvalho, William W. Cohen |
| 2007 | A PAC Bound for Approximate Support Vector Machines. | Dongwei Cao, Daniel Boley |
| 2007 | WAT: Finding Top-K Discords in Time Series Database. | Yingyi Bu, Oscar Tat-Wing Leung, Ada Wai-Chee Fu, Eamonn J. Keogh, Jian Pei, Sam Meshkin |
| 2007 | Maximizing the Area under the ROC Curve with Decision Lists and Rule Sets. | Henrik Bostrm |
| 2007 | Learning from Time-Changing Data with Adaptive Windowing. | Albert Bifet, Ricard Gavald |
| 2007 | Are approximation algorithms for consensus clustering worthwhile?. | Michael Bertolacci, Anthony Wirth |
| 2007 | Multi-way Clustering on Relation Graphs. | Arindam Banerjee, Sugato Basu, Srujana Merugu |
| 2007 | Topic Models over Text Streams: A Study of Batch and Online Unsupervised Learning. | Arindam Banerjee, Sugato Basu |
| 2007 | An Analysis of Logistic Models: Exponential Family Connections and Online Performance. | Arindam Banerjee |
| 2007 | Load Shedding in Classifying Multi-Source Streaming Data: A Bayes Risk Approach. | Yijian Bai, Haixun Wang, Carlo Zaniolo |
| 2007 | On Anonymization of String Data. | Charu C. Aggarwal, Philip S. Yu |
| 2007 | On Privacy-Preservation of Text and Sparse Binary Data with Sketches. | Charu C. Aggarwal, Philip S. Yu |
| 2007 | On Point Sampling Versus Space Sampling for Dimensionality Reduction. | Charu C. Aggarwal |
| 2007 | Robust, Complete, and Efficient Correlation Clustering. | Elke Achtert, Christian Bhm, Hans-Peter Kriegel, Peer Krger, Arthur Zimek |