| 2005 | Markov Models for Identification of Significant Episodes. | Robert Gwadera, Mikhail J. Atallah, Wojciech Szpankowski |
| 2005 | Mining Unconnected Patterns in Workflows. | Gianluigi Greco, Antonella Guzzo, Giuseppe Manco, Domenico Sacc |
| 2005 | Clustering with Model-level Constraints. | David Gondek, Shivakumar Vaithyanathan, Ashutosh Garg |
| 2005 | Mining Non-Derivable Association Rules. | Bart Goethals, Juho Muhonen, Hannu Toivonen |
| 2005 | CLSI: A Flexible Approximation Scheme from Clustered Term-Document Matrices. | Efstratios Gallopoulos, Dimitrios Zeimpekis |
| 2005 | Correlation Clustering for Learning Mixtures of Canonical Correlation Models. | Xiaoli Zhang Fern, Carla E. Brodley, Mark A. Friedl |
| 2005 | Making Data Mining Models Useful to Model Non-paying Customers of Exchange Carriers. | Wei Fan, Janek Mathuria, Chang-Tien Lu |
| 2005 | Sparse Fisher Discriminant Analysis for Computer Aided Detection. | Murat Dundar, Glenn Fung, Jinbo Bi, Sathyakama Sandilya, R. Bharat Rao |
| 2005 | On Error Correlation and Accuracy of Nearest Neighbor Ensemble Classifiers. | Carlotta Domeniconi, Bojun Yan |
| 2005 | 2-Dimensional Singular Value Decomposition for 2D Maps and Images. | Chris H. Q. Ding, Jieping Ye |
| 2005 | On the Equivalence of Nonnegative Matrix Factorization and Spectral Clustering. | Chris H. Q. Ding, Xiaofeng He |
| 2005 | Clustering with Constraints: Feasibility Issues and the k-Means Algorithm. | Ian Davidson, S. S. Ravi |
| 2005 | Summarizing and Mining Skewed Data Streams. | Graham Cormode, S. Muthukrishnan |
| 2005 | Loadstar: A Load Shedding Scheme for Classifying Data Streams. | Yun Chi, Philip S. Yu, Haixun Wang, Richard R. Muntz |
| 2005 | SeqIndex: Indexing Sequences by Sequential Pattern Analysis. | Hong Cheng, Xifeng Yan, Jiawei Han |
| 2005 | Summarizing Sequential Data with Closed Partial Orders. | Gemma Casas-Garriga |
| 2005 | Depth-First Non-Derivable Itemset Mining. | Toon Calders, Bart Goethals |
| 2005 | A Random Walks Perspective on Maximizing Satisfaction and Profit. | Matthew Brand |
| 2005 | SPID4.7: Discretization Using Successive Pseudo Deletion at Maximum Information Gain Boundary Points. | Himika Biswas, Somnath Pal |
| 2005 | An Algorithm for Well Structured Subspace Clusters. | Haiyun Bian, Raj Bhatnagar |
| 2005 | Statictical Models for Unequally Spaced Time Series. | Alina Beygelzimer, Emre Erdogan, Sheng Ma, Irina Rish |
| 2005 | Decision Tree Induction in High Dimensional, Hierarchically Distributed Databases. | Amir Bar-Or, Ran Wolff, Assaf Schuster, Daniel Keren |
| 2005 | Striking Two Birds With One Stone: Simultaneous Mining of Positive and Negative Spatial Patterns. | Bavani Arunasalam, Sanjay Chawla, Pei Sun |
| 2005 | Expanding the Training Data Space Using Emerging Patterns and Genetic Methods. | Hamad Alhammady, Kotagiri Ramamohanarao |
| 2005 | Cluster Validity Analysis of Alternative Results from Multi-Objective Optimization. | Reda Alhajj |