| 2005 | Cross Table Cubing: Mining Iceberg Cubes from Data Warehouses. | Jian Pei, Moonjung Cho, David Wai-Lok Cheung |
| 2005 | Surveying Data for Patchy Structure. | Ronald K. Pearson |
| 2005 | SUMSRM: A New Statistic for the Structural Break Detection in Time Series. | Kwok Pan Pang |
| 2005 | Exploiting Geometry for Support Vector Machine Indexing. | Navneet Panda, Edward Y. Chang |
| 2005 | Exploiting Parameter Related Domain Knowledge for Learning in Graphical Models. | Radu Stefan Niculescu, Tom M. Mitchell, R. Bharat Rao |
| 2005 | The Best Nurturers in Computer Science Research. | Bharath Kumar Mohan |
| 2005 | Dynamic Classification of Defect Structures in Molecular Dynamics Simulation Data. | Sameep Mehta, Steve Barr, Tat-Sang Choy, Hui Yang, Srinivasan Parthasarathy, Raghu Machiraju, John Wilkins |
| 2005 | Efficient Mining of Maximal Sequential Patterns Using Multiple Samples. | Congnan Luo, Soon Myoung Chung |
| 2005 | Mining Behavior Graphs for "Backtrace" of Noncrashing Bugs. | Chao Liu, Xifeng Yan, Hwanjo Yu, Jiawei Han, Philip S. Yu |
| 2005 | Computational Developments of | Sijin Liu, Xiaotong Shen, Wing Hung Wong |
| 2005 | Mining Frequent Itemsets from Data Streams with a Time-Sensitive Sliding Window. | Chih-Hsiang Lin, Ding-Ying Chiu, Yi-Hung Wu, Arbee L. P. Chen |
| 2005 | On Clustering Binary Data. | Tao Li |
| 2005 | Hierarchical Document Classification Using Automatically Generated Hierarchy. | Tao Li |
| 2005 | Slope One Predictors for Online Rating-Based Collaborative Filtering. | Daniel Lemire, Anna Maclachlan |
| 2005 | Model-based Clustering With Probabilistic Constraints. | Martin H. C. Law, Alexander P. Topchy, Anil K. Jain |
| 2005 | Time-series Bitmaps: a Practical Visualization Tool for Working with Large Time Series Databases. | Nitin Kumar, Venkata Nishanth Lolla, Eamonn J. Keogh, Stefano Lonardi, Chotirat (Ann) Ratanamahatana |
| 2005 | PCA without eigenvalue calculations: a case study on face recognition. | Effrosini Kokiopoulou, Yousef Saad |
| 2005 | Symmetric Statistical Translation Models for Automatic Image Annotation. | Feng Kang, Rong Jin |
| 2005 | Exploiting Relationships for Domain-Independent Data Cleaning. | Dmitri V. Kalashnikov, Sharad Mehrotra, Zhaoqi Chen |
| 2005 | Finding Young Stellar Populations in Elliptical Galaxies from Independent Components of Optical Spectra. | Ata Kabn, Louisa Nolan, Somak Raychaudhury |
| 2005 | Knowledge Discovery from Heterogeneous Dynamic Systems using Change-Point Correlations. | Tsuyoshi Id, Keisuke Inoue |
| 2005 | Discarding Insignificant Rules during Impact Rule Discovery in Large, Dense Databases. | Shiying Huang, Geoffrey I. Webb |
| 2005 | ClosedPROWL: Efficient Mining of Closed Frequent Continuities by Projected Window List Technology. | Kuo-Yu Huang, Chia-Hui Chang, Kuo-Zui Lin |
| 2005 | Hybrid Attribute Reduction for Classification Based on A Fuzzy Rough Set Technique. | Qinghua Hu, Daren Yu, Zongxia Xie |
| 2005 | Lazy Learning for Classification Based on Query Projections. | Yiqiu Han, Wai Lam |