| 2003 | A Comparative Study of Anomaly Detection Schemes in Network Intrusion Detection. Aleksandar Lazarevic, Levent Ertöz, Vipin Kumar, Aysel Ozgur, Jaideep Srivastava |
| 2003 | A New Gravitational Clustering Algorithm. Jonatan Gómez, Dipankar Dasgupta, Olfa Nasraoui |
| 2003 | ATLaS: A Native Extension of SQL for Data Mining. Haixun Wang, Carlo Zaniolo |
| 2003 | Active Sampling: An Effective Approach to Feature Selection. Huan Li, Hongjun Lu, Lei Yu |
| 2003 | An Outlier-based Data Association Method for Linking Criminal Incidents. Song Lin, Donald E. Brown |
| 2003 | Anytime Query-Tuned Kernel Machines via Cholesky Factorization. Dennis DeCoste |
| 2003 | ApproxMAP: Approximate Mining of Consensus Sequential Patterns. Hye-Chung Kum, Jian Pei, Wei Wang, Dean Duncan |
| 2003 | Approximate Query Answering by Model Averaging. Dmitry Pavlov, Padhraic Smyth |
| 2003 | CPAR: Classification based on Predictive Association Rules. Xiaoxin Yin, Jiawei Han |
| 2003 | CloSpan: Mining Closed Sequential Patterns in Large Datasets. Xifeng Yan, Jiawei Han, Ramin Afshar |
| 2003 | Communication and Memory Efficient Parallel Decision Tree Construction. Ruoming Jin, Gagan Agrawal |
| 2003 | Cube Lattices: A Framework for Multidimensional Data Mining. Alain Casali, Rosine Cicchetti, Lotfi Lakhal |
| 2003 | Data-Mining of a Large Virtual Community: Relationship between Users DB and the Web-Log File. Sergio M. Savaresi, Simone Garatti, Sergio Bittanti, Luca La Brocca |
| 2003 | Decision Tree Classification of Spatial Data Patterns from Videokeratography using Zernicke Polynomials. Michael D. Twa, Srinivasan Parthasarathy, Thomas W. Raasch, Mark Bullimore |
| 2003 | Detecting Periodicity in Nonideal Datasets. Ronald K. Pearson, Harri Lähdesmäki, Heikki Huttunen, Olli Yli-Harja |
| 2003 | Detection of Underrepresented Biological Sequences using Class-Conditional Distribution Models. Slobodan Vucetic, Dragoljub Pokrajac, Hongbo M. Xie, Zoran Obradovic |
| 2003 | Dynamic Classification of Online Customers. Dimitris Bertsimas, Adam J. Mersereau, Nitin R. Patel |
| 2003 | Efficient Unsupervised Mining from Noisy Data Sets: Application to Clustering Co-occurrence Data. Hiroshi Mamitsuka |
| 2003 | Estimation of Topological Dimension. Douglas R. Hundley, Michael J. Kirby |
| 2003 | Extracting Cyber Communities through Patterns. Tassos Argyros, Charis Ermopoulos, Vassiliki Pavlaki, Nidal Al-Said |
| 2003 | Fast Online SVD Revisions for Lightweight Recommender Systems. Matthew Brand |
| 2003 | Feature Mining Paradigms for Scientific Data. Ming Jiang, Tat-Sang Choy, Sameep Mehta, Matt Coatney, Steve Barr, Kaden Hazzard, David Richie, Srinivasan Parthasarathy, Raghu Machiraju, David S. Thompson, John Wilkins, Boyd Gatlin |
| 2003 | Field-Theoretic Methods for Intractable Probabilistic Models. Dennis Lucarelli, Cheryl Resch, I-Jeng Wang, Fernando J. Pineda |
| 2003 | Finding Clusters of Different Sizes, Shapes, and Densities in Noisy, High Dimensional Data. Levent Ertöz, Michael S. Steinbach, Vipin Kumar |
| 2003 | Generalized Sensitivity Analysis: A Framework for Evaluating Data Analysis Results. Ronald K. Pearson |
| 2003 | Hierarchical Document Clustering using Frequent Itemsets. Benjamin C. M. Fung, Ke Wang, Martin Ester |
| 2003 | Learning Bayesian Network Structure from Distributed Data. Rong Chen, Krishnamoorthy Sivakumar, H. Khargupta |
| 2003 | Mining Changes of Classification by Correspondence Tracing. Ke Wang, Senqiang Zhou, Ada Wai-Chee Fu, Jeffrey Xu Yu |
| 2003 | Mining Frequent Sequential Patterns under Regular Expressions: A Highly Adaptive Strategy for Pushing Contraints. Hunor Albert-Lorincz, Jean-François Boulicaut |
| 2003 | Mining Temporal Databases for Subsequence Patterns. Wen Niu, Raj Bhatnagar |
| 2003 | Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data. Jaakko Hollmén, Jouni K. Seppänen, Heikki Mannila |
| 2003 | Nonparametric Density Estimation: Toward Computational Tractability. Alexander G. Gray, Andrew W. Moore |
| 2003 | On the Techniques for Data Clustering with Numerical Constraints. Bi-Ru Dai, Cheng-Ru Lin, Ming-Syan Chen |
| 2003 | On using Page Cooccurrences for Computing Clickstream Similarity. Ravi Kothari, Parul A. Mittal, Vivek Jain, Mukesh K. Mohania |
| 2003 | PageRank: HITS and a Unified Framework for Link Analysis. Chris H. Q. Ding, Xiaofeng He, Parry Husbands, Hongyuan Zha, Horst D. Simon |
| 2003 | Proceedings of the Third SIAM International Conference on Data Mining, San Francisco, CA, USA, May 1-3, 2003 Daniel Barbará, Chandrika Kamath |
| 2003 | STAMP: On Discovery of Statistically Important Pattern Repeats in Long Sequential Data. Jiong Yang, Wei Wang, Philip S. Yu |
| 2003 | Scalable, Balanced Model-based Clustering. Shi Zhong, Joydeep Ghosh |
| 2003 | Sort-Merge Feature Selection for Video Data. Yan Liu, John R. Kender |
| 2003 | StarClass: Interactive Visual Classification using Star Coordinates. Soon Tee Teoh, Kwan-Liu Ma |
| 2003 | The Analysis of Asthma and Exposure Data using Geographic Information Systems and Data Mining Information. Patricia B. Cerrito, George R. Barnes, Robert W. Forbes |
| 2003 | The Application of Text Mining Software to Examine Coded Information. Patricia B. Cerrito, James Cox |
| 2003 | Using Low-Memory Representations to Cluster Very Large Data Sets. David Littau, Daniel Boley |