| 2008 | Efficient Maximum Margin Clustering via Cutting Plane Algorithm. | Bin Zhao, Fei Wang, Changshui Zhang |
| 2008 | Exploiting Structured Reference Data for Unsupervised Text Segmentation with Conditional Random Fields. | Chang Zhao, Jalal Mahmud, I. V. Ramakrishnan |
| 2008 | Semi-Supervised Classification with Universum. | Dan Zhang, Jingdong Wang, Fei Wang, Changshui Zhang |
| 2008 | Gaussian Process Learning for Cyber-Attack Early Warning. | Jian Zhang, Phillip A. Porras, Johannes Ullrich |
| 2008 | CISpan: Comprehensive Incremental Mining Algorithms of Closed Sequential Patterns for Multi-Versional Software Mining. | Ding Yuan, Kyuhyung Lee, Hong Cheng, Gopal Krishna, Zhenmin Li, Xiao Ma, Yuanyuan Zhou, Jiawei Han |
| 2008 | The Asymmetric Approximate Anytime Join: A New Primitive with Applications to Data Mining. | Lexiang Ye, Xiaoyue Wang, Dragomir Yankov, Eamonn J. Keogh |
| 2008 | Randomizing Social Networks: a Spectrum Preserving Approach. | Xiaowei Ying, Xintao Wu |
| 2008 | A Stagewise Least Square Loss Function for Classification. | Shuang-Hong Yang, Bao-Gang Hu |
| 2008 | Mining Sequence Classifiers for Early Prediction. | Zhengzheng Xing, Jian Pei, Guozhu Dong, Philip S. Yu |
| 2008 | Deterministic Latent Variable Models and Their Pitfalls. | Max Welling, Chaitanya Chemudugunta, Nathan Sutter |
| 2008 | Aerosol Optical Depth Prediction from Satellite Obsercations by Multiple Instance Regression. | Zhuang Wang, Vladan Radosavljevic, Bo Han, Zoran Obradovic |
| 2008 | Spatial Scan Statistics for Graph Clustering. | Bei Wang, Jeff M. Phillips, Robert Schreiber, Dennis M. Wilkinson |
| 2008 | Semi-Supervised Clustering via Matrix Factorization. | Fei Wang, Tao Li, Changshui Zhang |
| 2008 | Mining Complex, Maximal and Complete Sub-graph and Sets of Correlated Variables with Applications to Feature Subset Selection. | Florian Verhein |
| 2008 | Graph Mining with Variational Dirichlet Process Mixture Models. | Koji Tsuda, Kenichi Kurihara |
| 2008 | Direct Density Ratio Estimation for Large-scale Covariate Shift Adaptation. | Yuta Tsuboi, Hisashi Kashima, Shohei Hido, Steffen Bickel, Masashi Sugiyama |
| 2008 | Proximity Tracking on Time-Evolving Bipartite Graphs. | Hanghang Tong, Spiros Papadimitriou, Philip S. Yu, Christos Faloutsos |
| 2008 | A RELIEF Based Feature Extraction Algorithm. | Yijun Sun, Dapeng Wu |
| 2008 | A Feature Selection Algorithm Capable of Handling Extremely Large Data Dimensionality. | Yijun Sun, Sinisa Todorovic, Steve Goodison |
| 2008 | Active Learning with Model Selection in Linear Regression. | Masashi Sugiyama, Neil Rubens |
| 2008 | Efficient Distribution Mining and Classification. | Yasushi Sakurai, Rosalynn Chong, Lei Li, Christos Faloutsos |
| 2008 | Massive-Scale Kernel Discriminant Analysis: Mining for Quasars. | Ryan Riegel, Alexander G. Gray, Gordon Richards |
| 2008 | Type-Independent Correction of Sample Selection Bias via Structural Discovery and Re-balancing. | Jiangtao Ren, Xiaoxiao Shi, Wei Fan, Philip S. Yu |
| 2008 | On the Dangers of Cross-Validation. An Experimental Evaluation. | R. Bharat Rao, Glenn Fung |
| 2008 | Spatio-Temporal Partitioning for Improving Aerosol Prediction Accuracy. | Vladan Radosavljevic, Slobodan Vucetic, Zoran Obradovic |