| 2004 | The Discovery of Generalized Causal Models with Mixed Variables Using MML Criterion. | Gang Li, Honghua Dai |
| 2004 | A General Framework for Adaptive Anomaly Detection with Evolving Connectionist Systems. | Yihua Liao, V. Rao Vemuri, Alejandro Pasos |
| 2004 | GRM: A New Model for Clustering Linear Sequences. | Hansheng Lei |
| 2004 | Nonlinear Manifold Learning for Data Stream. | Martin H. C. Law, Nan Zhang, Anil K. Jain |
| 2004 | Text Mining from Site Invariant and Dependent Features for Information Extraction Knowledge Adaptation. | Wai Lam, Tak-Lam Wong |
| 2004 | Finding Frequent Patterns in a Large Sparse Graph. | Michihiro Kuramochi, George Karypis |
| 2004 | Density-Connected Subspace Clustering for High-Dimensional Data. | Karin Kailing, Hans-Peter Kriegel, Peer Krger |
| 2004 | Using Support Vector Machines for Classifying Large Sets of Multi-Represented Objects. | Hans-Peter Kriegel, Peer Krger, Alexey Pryakhin, Matthias Schubert |
| 2004 | Visualizing RFM Segmentation. | Ron Kohavi, Rajesh Parekh |
| 2004 | Data Reduction in Support Vector Machines by a Kernelized Ionic Interaction Model. | Hyunsoo Kim, Haesun Park |
| 2004 | VEDAS: A Mobile and Distributed Data Stream Mining System for Real-Time Vehicle Monitoring. | Hillol Kargupta, Ruchita Bhargava, Kun Liu, Michael Powers, Patrick Blair, Samuel Bushra, James Dull, Kakali Sarkar, Martin Klein, Mitesh Vasa, David Handy |
| 2004 | DOMISA: DOM-Based Information Space Adsorption of Web Information Hierarchy Mining. | Hung-Yu Kao, Jan-Ming Ho, Ming-Syan Chen |
| 2004 | Learning to Read Between the Lines: The Aspect Bernoulli Model. | Ata Kabn, Ella Bingham, T. Hirsimki |
| 2004 | CREDOS: Classification Using Ripple Down Structure (A Case for Rare Classes). | Mahesh V. Joshi, Vipin Kumar |
| 2004 | Hierarchical Clustering for Thematic Browsing and Summarization of Large Sets of Association Rules. | Alpio Jorge |
| 2004 | Equivalence of Several Two-Stage Methods for Linear Discriminant Analysis. | Peg Howland, Haesun Park |
| 2004 | Exploiting Hierarchical Domain Values in Classification Learning. | Yiqiu Han, Wai Lam |
| 2004 | Lazy Learning by Scanning Memory Image Lattice. | Yiqiu Han, Wai Lam |
| 2004 | GenIc: A Single-Pass Generalized Incremental Algorithm for Clustering. | Chetan Gupta, Robert L. Grossman |
| 2004 | Adaptive Filtering for Efficient Record Linkage. | Lifang Gu, Rohan A. Baxter |
| 2004 | Active Mining of Data Streams. | Wei Fan, Yi-an Huang, Haixun Wang, Philip S. Yu |
| 2004 | A Top-Down Method for Mining Most-Specific Frequent Patterns in Biological Sequences. | Martin Ester, Xiang Zhang |
| 2004 | Tesselation and Clustering by Mixture Models and Their Parallel Implementations. | Qiang Du, Xiaoqiang Wang |
| 2004 | Privacy-Preserving Multivariate Statistical Analysis: Linear Regression and Classification. | Wenliang Du, Yunghsiang S. Han, Shigang Chen |
| 2004 | Subspace Clustering of High Dimensional Data. | Carlotta Domeniconi, Dimitris Papadopoulos, Dimitrios Gunopulos, Sheng Ma |