| 2004 | A Foundational Approach to Mining Itemset Utilities from Databases. Hong Yao, Howard J. Hamilton, Cory J. Butz |
| 2004 | A Framework for Discovering Co-Location Patterns in Data Sets with Extended Spatial Objects. Hui Xiong, Shashi Shekhar, Yan Huang, Vipin Kumar, Xiaobin Ma, Jin Soung Yoo |
| 2004 | A General Framework for Adaptive Anomaly Detection with Evolving Connectionist Systems. Yihua Liao, V. Rao Vemuri, Alejandro Pasos |
| 2004 | A General Probabilistic Framework for Mining Labeled Ordered Trees. Nobuhisa Ueda, Kiyoko F. Aoki, Hiroshi Mamitsuka |
| 2004 | A Kernel-Based Semi-Naïve Bayesian Classifier Using P-Trees. Anne Denton, William Perrizo |
| 2004 | A Mixture Model for Clustering Ensembles. Alexander P. Topchy, Anil K. Jain, William F. Punch |
| 2004 | A Top-Down Method for Mining Most-Specific Frequent Patterns in Biological Sequences. Martin Ester, Xiang Zhang |
| 2004 | Active Mining of Data Streams. Wei Fan, Yi-an Huang, Haixun Wang, Philip S. Yu |
| 2004 | Active Semi-Supervision for Pairwise Constrained Clustering. Sugato Basu, Arindam Banerjee, Raymond J. Mooney |
| 2004 | Adaptive Filtering for Efficient Record Linkage. Lifang Gu, Rohan A. Baxter |
| 2004 | An Abstract Weighting Framework for Clustering Algorithms. Richard Nock, Frank Nielsen |
| 2004 | Analytical Evaluation of Clustering Results Using Computational Negative Controls. Ronald K. Pearson, Tom Zylkin, James S. Schwaber, Gregory E. Gonye |
| 2004 | BAMBOO: Accelerating Closed Itemset Mining by Deeply Pushing the Length-Decreasing Support Constraint. Jianyong Wang, George Karypis |
| 2004 | Basic Association Rules. Guichong Li, Howard J. Hamilton |
| 2004 | CREDOS: Classification Using Ripple Down Structure (A Case for Rare Classes). Mahesh V. Joshi, Vipin Kumar |
| 2004 | Class-Specific Ensembles for Active Learning. Amit Mandvikar, Huan Liu |
| 2004 | Classifying Documents Without Labels. Daniel Barbará, Carlotta Domeniconi, Ning Kang |
| 2004 | Clustering Categorical Data Using the Correlated-Force Ensemble. Ming-Syan Chen, Kun-Ta Chuang |
| 2004 | Clustering with Bregman Divergences. Arindam Banerjee, Srujana Merugu, Inderjit S. Dhillon, Joydeep Ghosh |
| 2004 | Conquest: A Distributed Tool for Constructing Summaries of High-Dimensional Discrete Attribute Data Sets. Jie Chi, Mehmet Koyutürk, Ananth Grama |
| 2004 | Constructing Time Decompositions for Analyzing Time-Stamped Documents. Parvathi Chundi, Daniel J. Rosenkrantz |
| 2004 | Continuous-Time Bayesian Modeling of Clinical Data. Sathyakama Sandilya, R. Bharat Rao |
| 2004 | DOMISA: DOM-Based Information Space Adsorption of Web Information Hierarchy Mining. Hung-Yu Kao, Jan-Ming Ho, Ming-Syan Chen |
| 2004 | Data Reduction in Support Vector Machines by a Kernelized Ionic Interaction Model. Hyunsoo Kim, Haesun Park |
| 2004 | Density-Connected Subspace Clustering for High-Dimensional Data. Karin Kailing, Hans-Peter Kriegel, Peer Kröger |
| 2004 | Enhancing Communities of Interest Using Bayesian Stochastic Blockmodels. Deepak Agrawal, Daryl Pregibon |
| 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 | Finding Frequent Patterns in a Large Sparse Graph. Michihiro Kuramochi, George Karypis |
| 2004 | GRM: A New Model for Clustering Linear Sequences. Hansheng Lei |
| 2004 | GenIc: A Single-Pass Generalized Incremental Algorithm for Clustering. Chetan Gupta, Robert L. Grossman |
| 2004 | HICAP: Hierarchical Clustering with Pattern Preservation. Hui Xiong, Michael S. Steinbach, Pang-Ning Tan, Vipin Kumar |
| 2004 | Hierarchical Clustering for Thematic Browsing and Summarization of Large Sets of Association Rules. Alípio Jorge |
| 2004 | IFD: Iterative Feature and Data Clustering. Tao Li, Sheng Ma |
| 2004 | IREP++, A Faster Rule Learning Algorithm. Oliver Dain, Robert K. Cunningham, Stephen Boyer |
| 2004 | Lazy Learning by Scanning Memory Image Lattice. Yiqiu Han, Wai Lam |
| 2004 | Learning to Read Between the Lines: The Aspect Bernoulli Model. Ata Kabán, Ella Bingham, T. Hirsimäki |
| 2004 | Making Time-Series Classification More Accurate Using Learned Constraints. Chotirat (Ann) Ratanamahatana, Eamonn J. Keogh |
| 2004 | Minimum Sum-Squared Residue Co-Clustering of Gene Expression Data. Hyuk Cho, Inderjit S. Dhillon, Yuqiang Guan, Suvrit Sra |
| 2004 | Mining Patters of Activity from Video Data. Michael C. Burl |
| 2004 | Mining Relationships Between Interacting Episodes. Carl Mooney, John F. Roddick |
| 2004 | Mining Text for Word Senses Using Independent Component Analysis. Reinhard Rapp |
| 2004 | Mixture Density Mercer Kernels: A Method to Learn Kernels Directly from Data. Ashok N. Srivastava |
| 2004 | Nonlinear Manifold Learning for Data Stream. Martin H. C. Law, Nan Zhang, Anil K. Jain |
| 2004 | Principal Component Analysis and Effective K-Means Clustering. Chris H. Q. Ding, Xiaofeng He |
| 2004 | Privacy Preserving Naïve Bayes Classifier for Vertically Partitioned Data. Jaideep Vaidya, Chris Clifton |
| 2004 | Privacy-Preserving Multivariate Statistical Analysis: Linear Regression and Classification. Wenliang Du, Yunghsiang S. Han, Shigang Chen |
| 2004 | Proceedings of the Fourth SIAM International Conference on Data Mining, Lake Buena Vista, Florida, USA, April 22-24, 2004 Michael W. Berry, Umeshwar Dayal, Chandrika Kamath, David B. Skillicorn |
| 2004 | R-MAT: A Recursive Model for Graph Mining. Deepayan Chakrabarti, Yiping Zhan, Christos Faloutsos |
| 2004 | RBA: An Integrated Framework for Regression based on Association Rules. Aysel Ozgur, Pang-Ning Tan, Vipin Kumar |
| 2004 | Reservoir-Based Random Sampling with Replacement from Data Stream. Byung-Hoon Park, George Ostrouchov, Nagiza F. Samatova, Al Geist |
| 2004 | Resource-Aware Mining with Variable Granularities in Data Streams. Wei-Guang Teng, Ming-Syan Chen, Philip S. Yu |
| 2004 | Subspace Clustering of High Dimensional Data. Carlotta Domeniconi, Dimitris Papadopoulos, Dimitrios Gunopulos, Sheng Ma |
| 2004 | Tesselation and Clustering by Mixture Models and Their Parallel Implementations. Qiang Du, Xiaoqiang Wang |
| 2004 | Text Mining Using Non-Negative Matrix Factorizations. V. Paul Pauca, Farial Shahnaz, Michael W. Berry, Robert J. Plemmons |
| 2004 | Text Mining from Site Invariant and Dependent Features for Information Extraction Knowledge Adaptation. Wai Lam, Tak-Lam Wong |
| 2004 | The Discovery of Generalized Causal Models with Mixed Variables Using MML Criterion. Gang Li, Honghua Dai |
| 2004 | Training Support Vector Machines Using Adaptive Clustering. Daniel Boley, Dongwei Cao |
| 2004 | Using Support Vector Machines for Classifying Large Sets of Multi-Represented Objects. Hans-Peter Kriegel, Peer Kröger, Alexey Pryakhin, Matthias Schubert |
| 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 | Visualizing RFM Segmentation. Ron Kohavi, Rajesh Parekh |
| 2004 | Visually Mining through Cluster Hierarchies. Stefan Brecheisen, Hans-Peter Kriegel, Peer Kröger, Martin Pfeifle |