| 2004 | A Bayesian Framework for Regularized SVM Parameter Estimation. Jens Gregor, Zhenqiu Liu |
| 2004 | A Biobjective Model to Select Features with Good Classification Quality and Low Cost. Emilio Carrizosa, Belen Martin-Barragan, Dolores Romero Morales |
| 2004 | A Comparative Study of Linear and Nonlinear Feature Extraction Methods. Cheong Hee Park, Haesun Park, Panos M. Pardalos |
| 2004 | A Greedy Algorithm for Selecting Models in Ensembles. Andrei L. Turinsky, Robert L. Grossman |
| 2004 | A Machine Learning Approach to Improve Congestion Control over Wireless Computer Networks. Pierre Geurts, Ibtissam El Khayat, Guy Leduc |
| 2004 | A Polygonal Line Algorithm based Nonlinear Feature Extraction Method. Feng Zhang |
| 2004 | A Probabilistic Approach for Adapting Information Extraction Wrappers and Discovering New Attributes. Tak-Lam Wong, Wai Lam |
| 2004 | A Transaction-Based Neighbourhood-Driven Approach to Quantifying Interestingness of Association Rules. B. Shekar, Rajesh Natarajan |
| 2004 | AGILE: A General Approach to Detect Transitions in Evolving Data Streams. Jiong Yang, Wei Wang |
| 2004 | AVT-NBL: An Algorithm for Learning Compact and Accurate Naïve Bayes Classifiers from Attribute Value Taxonomies and Data. Jun Zhang, Vasant G. Honavar |
| 2004 | Active Feature-Value Acquisition for Classifier Induction. Prem Melville, Maytal Saar-Tsechansky, Foster J. Provost, Raymond J. Mooney |
| 2004 | Aligning Boundary in Kernel Space for Learning Imbalanced Dataset. Gang Wu, Edward Y. Chang |
| 2004 | Alpha Galois Lattices. Véronique Ventos, Henry Soldano, Thibaut Lamadon |
| 2004 | An Adaptive Density-Based Clustering Algorithm for Spatial Database with Noise. Daoying Ma, Aidong Zhang |
| 2004 | An Adaptive Learning Approach for Noisy Data Streams. Fang Chu, Yizhou Wang, Carlo Zaniolo |
| 2004 | An Evaluation of Approaches to Classification Rule Selection. Frans Coenen, Paul H. Leng |
| 2004 | Analysis of Consensus Partition in Cluster Ensemble. Alexander P. Topchy, Martin H. C. Law, Anil K. Jain, Ana L. N. Fred |
| 2004 | Attribute Measurement Policies for Time and Cost Sensitive Classification. Andrew Arnt, Shlomo Zilberstein |
| 2004 | Bottom-Up Generalization: A Data Mining Solution to Privacy Protection. Ke Wang, Philip S. Yu, Sourav Chakraborty |
| 2004 | Classifying Biomedical Citations without Labeled Training Examples. Xiaoli Li, Rohit Joshi, Sreeram Ramachandaran, Tze-Yun Leong |
| 2004 | Cluster Cores-Based Clustering for High Dimensional Data. Yi-Dong Shen, Zhiyong Shen, Shi-Ming Zhang, Qiang Yang |
| 2004 | Clustering on Demand for Multiple Data Streams. Bi-Ru Dai, Jen-Wei Huang, Mi-Yen Yeh, Ming-Syan Chen |
| 2004 | Communication Efficient Construction of Decision Trees Over Heterogeneously Distributed Data. Chris Giannella, Kun Liu, Todd Olsen, Hillol Kargupta |
| 2004 | Correlation Preserving Discretization. Sameep Mehta, Srinivasan Parthasarathy, Hui Yang |
| 2004 | Cost-Guided Class Noise Handling for Effective Cost-Sensitive Learning. Xingquan Zhu, Xindong Wu |
| 2004 | DRYADE: A New Approach for Discovering Closed Frequent Trees in Heterogeneous Tree Databases. Alexandre Termier, Marie-Christine Rousset, Michèle Sebag |
| 2004 | Decision Tree Evolution Using Limited Number of Labeled Data Items from Drifting Data Streams. Wei Fan, Yi-an Huang, Philip S. Yu |
| 2004 | Density Connected Clustering with Local Subspace Preferences. Christian Böhm, Karin Kailing, Hans-Peter Kriegel, Peer Kröger |
| 2004 | Dependencies between Transcription Factor Binding Sites: Comparison between ICA, NMF, PLSA and Frequent Sets. Heli Hiisilä, Ella Bingham |
| 2004 | Dependency Networks for Relational Data. Jennifer Neville, David D. Jensen |
| 2004 | Detecting Patterns of Appliances from Total Load Data Using a Dynamic Programming Approach. Michael Baranski, Jürgen Voss |
| 2004 | Detection of Significant Sets of Episodes in Event Sequences. Mikhail J. Atallah, Robert Gwadera, Wojciech Szpankowski |
| 2004 | Discovery of Functional Relationships in Multi-Relational Data using Inductive Logic Programming. Alexessander Alves, Rui Camacho, Eugénio C. Oliveira |
| 2004 | Divide and Prosper: Comparing Models of Customer Behavior From Populations to Individuals. Tianyi Jiang, Alexander Tuzhilin |
| 2004 | Dynamic Classifier Selection for Effective Mining from Noisy Data Streams. Xingquan Zhu, Xindong Wu, Ying Yang |
| 2004 | Dynamic Daily-Living Patterns and Association Analyses in Tele-Care Systems. Beng-Seuk Lee, Trevor P. Martin, Nick P. Clarke, Basim A. Majeed, Detlef D. Nauck |
| 2004 | Efficient Density-Based Clustering of Complex Objects. Stefan Brecheisen, Hans-Peter Kriegel, Martin Pfeifle |
| 2004 | Efficient Relationship Pattern Mining Using Multi-Relational Iceberg-Cubes. Dawit Yimam Seid, Sharad Mehrotra |
| 2004 | Estimation of False Negatives in Classification. Sandeep Mane, Jaideep Srivastava, San-Yih Hwang, Jamshid A. Vayghan |
| 2004 | Evaluating Attraction in Spatial Point Patterns with an Application in the Field of Cultural History. Marko Salmenkivi |
| 2004 | Evolutionary Algorithms for Clustering Gene-Expression Data. Eduardo R. Hruschka, Leandro Nunes de Castro, Ricardo J. G. B. Campello |
| 2004 | Extensible Markov Model. Margaret H. Dunham, Yu Meng, Jie Huang |
| 2004 | Fast and Exact Out-of-Core K-Means Clustering. Anjan Goswami, Ruoming Jin, Gagan Agrawal |
| 2004 | Feature Selection via Supervised Model Construction. Ye Huang, Paul J. McCullagh, Norman D. Black |
| 2004 | Feature-Based Prediction of Unknown Preferences for Nearest-Neighbor Collaborative Filtering. Hyungil Kim, Juntae Kim, Jonathan L. Herlocker |
| 2004 | Filling-in Missing Objects in Orders. Toshihiro Kamishima, Shotaro Akaho |
| 2004 | Finding Constrained Frequent Episodes Using Minimal Occurrences. Xi Ma, HweeHwa Pang, Kian-Lee Tan |
| 2004 | GREW-A Scalable Frequent Subgraph Discovery Algorithm. Michihiro Kuramochi, George Karypis |
| 2004 | Generation of Attribute Value Taxonomies from Data for Data-Driven Construction of Accurate and Compact Classifiers. Dae-Ki Kang, Adrian Silvescu, Jun Zhang, Vasant G. Honavar |
| 2004 | Hybrid Pre-Query Term Expansion using Latent Semantic Analysis. Laurence Anthony F. Park, Kotagiri Ramamohanarao |
| 2004 | IRC: An Iterative Reinforcement Categorization Algorithm for Interrelated Web Objects. Gui-Rong Xue, Dou Shen, Qiang Yang, Hua-Jun Zeng, Zheng Chen, Yong Yu, Wensi Xi, Wei-Ying Ma |
| 2004 | Improving Text Classification using Local Latent Semantic Indexing. Tao Liu, Zheng Chen, Benyu Zhang, Wei-Ying Ma, Gongyi Wu |
| 2004 | Improving the Reliability of Decision Tree and Naive Bayes Learners. David George Lindsay, Siân Cox |
| 2004 | Incremental Mining of Frequent XML Query Pattern. Yi Chen, Liang Huai Yang, Yu Guo Wang |
| 2004 | LOADED: Link-Based Outlier and Anomaly Detection in Evolving Data Sets. Amol Ghoting, Matthew Eric Otey, Srinivasan Parthasarathy |
| 2004 | Learning Conditional Independence Tree for Ranking. Jiang Su, Harry Zhang |
| 2004 | Learning Rules from Highly Unbalanced Data Sets. Jianping Zhang, Eric Bloedorn, Lowell Rosen, Daniel Venese |
| 2004 | Learning Weighted Naive Bayes with Accurate Ranking. Harry Zhang, Shengli Sheng |
| 2004 | MMAC: A New Multi-Class, Multi-Label Associative Classification Approach. Fadi A. Thabtah, Peter I. Cowling, Yonghong Peng |
| 2004 | MMSS: Multi-Modal Story-Oriented Video Summarization. Jia-Yu Pan, Hyung-Jeong Yang, Christos Faloutsos |
| 2004 | Mass Spectrum Labeling: Theory and Practice. Zheng Huang, Lei Chen, Jin-Yi Cai, Deborah S. Gross, David R. Musicant, Raghu Ramakrishnan, James J. Schauer, Stephen J. Wright |
| 2004 | Matching in Frequent Tree Discovery. Björn Bringmann |
| 2004 | Metric Incremental Clustering of Nominal Data. Dan A. Simovici, Namita Singla, Michael Kuperberg |
| 2004 | Mining Associations by Linear Inequalities. Tsau Young Lin |
| 2004 | Mining Frequent Closed Patterns in Microarray Data. Gao Cong, Kian-Lee Tan, Anthony K. H. Tung, Feng Pan |
| 2004 | Mining Frequent Itemsets from Secondary Memory. Gösta Grahne, Jianfei Zhu |
| 2004 | Mining Generalized Substructures from a Set of Labeled Graphs. Akihiro Inokuchi |
| 2004 | Mining Ratio Rules Via Principal Sparse Non-Negative Matrix Factorization. Chenyong Hu, Benyu Zhang, Shuicheng Yan, Qiang Yang, Jun Yan, Zheng Chen, Wei-Ying Ma |
| 2004 | Mining Temporal Patterns Without Predefined Time Windows. Tao Li, Sheng Ma |
| 2004 | Mining Web Data to Create Online Navigation Recommendations. Juan D. Velásquez, Alejandro Bassi, Hiroshi Yasuda, Terumasa Aoki |
| 2004 | Moment: Maintaining Closed Frequent Itemsets over a Stream Sliding Window. Yun Chi, Haixun Wang, Philip S. Yu, Richard R. Muntz |
| 2004 | Multi-View Clustering. Steffen Bickel, Tobias Scheffer |
| 2004 | Non-Redundant Data Clustering. David Gondek, Thomas Hofmann |
| 2004 | On Closed Constrained Frequent Pattern Mining. Francesco Bonchi, Claudio Lucchese |
| 2004 | On Local Spatial Outliers. Pei Sun, Sanjay Chawla |
| 2004 | Orthogonal Decision Trees. Hillol Kargupta, Haimonti Dutta |
| 2004 | Predicting Density-Based Spatial Clusters Over Time. Chih Lai, Nga T. Nguyen |
| 2004 | Privacy-Preserving Outlier Detection. Jaideep Vaidya, Chris Clifton |
| 2004 | Privacy-Sensitive Bayesian Network Parameter Learning. Da Meng, Krishnamoorthy Sivakumar, Hillol Kargupta |
| 2004 | Probabilistic Principal Surfaces for Yeast Gene Microarray Data Mining. Antonino Staiano, Lara De Vinco, Angelo Ciaramella, Giancarlo Raiconi, Roberto Tagliaferri, Roberto Amato, Giuseppe Longo, Ciro Donalek, Gennaro Miele, Diego di Bernardo |
| 2004 | Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 1-4 November 2004, Brighton, UK |
| 2004 | Quantitative Association Rules Based on Half-Spaces: An Optimization Approach. Ulrich Rückert, Lothar Richter, Stefan Kramer |
| 2004 | Query-Driven Support Pattern Discovery for Classification Learning. Yiqiu Han, Wai Lam |
| 2004 | RDF: A Density-Based Outlier Detection Method using Vertical Data Representation. Dongmei Ren, Baoying Wang, William Perrizo |
| 2004 | Relational Peculiarity Oriented Data Mining. Ning Zhong, Chunnian Liu, Yiyu Yao, Muneaki Ohshima, Mingxin Huang, Jiajin Huang |
| 2004 | Revealing True Subspace Clusters in High Dimensions. Jinze Liu, Karl Strohmaier, Wei Wang |
| 2004 | SCHISM: A New Approach for Interesting Subspace Mining. Karlton Sequeira, Mohammed Javeed Zaki |
| 2004 | SUMMARY: Efficiently Summarizing Transactions for Clustering. Jianyong Wang, George Karypis |
| 2004 | SVD based Term Suggestion and Ranking System. David F. Gleich, Leonid Zhukov |
| 2004 | SVM and Graphical Algorithms: A Cooperative Approach. François Poulet |
| 2004 | Scalable Construction of Topic Directory with Nonparametric Closed Termset Mining. Hwanjo Yu, Duane Searsmith, Xiaolei Li, Jiawei Han |
| 2004 | Scalable Multi-Relational Association Mining. Amanda Clare, Hugh E. Williams, Nicholas Lester |
| 2004 | Semi-Supervised Mixture-of-Experts Classification. Grigoris I. Karakoulas, Ruslan Salakhutdinov |
| 2004 | Spam Filtering using a Markov Random Field Model with Variable Weighting Schemas. Shalendra Chhabra, William S. Yerazunis, Christian Siefkes |
| 2004 | Sparse Kernel Least Squares Classifier. Ping Sun |
| 2004 | Subspace Selection for Clustering High-Dimensional Data. Christian Baumgartner, Claudia Plant, Karin Kailing, Hans-Peter Kriegel, Peer Kröger |
| 2004 | Supervised Latent Semantic Indexing for Document Categorization. Jian-Tao Sun, Zheng Chen, Hua-Jun Zeng, Yuchang Lu, Chun-Yi Shi, Wei-Ying Ma |
| 2004 | Test-Cost Sensitive Naive Bayes Classification. Xiaoyong Chai, Lin Deng, Qiang Yang, Charles X. Ling |
| 2004 | Text Classification by Boosting Weak Learners based on Terms and Concepts. Stephan Bloehdorn, Andreas Hotho |
| 2004 | The Anatomy of a Hierarchical Clustering Engine for Web-page, News and Book Snippets. Paolo Ferragina, Antonio Gulli |
| 2004 | Transduction and Typicalness for Quality Assessment of Individual Classifications in Machine Learning and Data Mining. Matjaz Kukar |
| 2004 | Unimodal Segmentation of Sequences. Niina Haiminen, Aristides Gionis |
| 2004 | Using Emerging Patterns and Decision Trees in Rare-Class Classification. Hamad Alhammady, Kotagiri Ramamohanarao |
| 2004 | Using Representative-Based Clustering for Nearest Neighbor Dataset Editing. Christoph F. Eick, Nidal M. Zeidat, Ricardo Vilalta |
| 2004 | n Ranking Refinements in the Step-by-Step Searching through a Product Catalogue. Nenad Stojanovic |
| 2004 | ntegrating Multi-Objective Genetic Algorithms into Clustering for Fuzzy Association Rules Mining. Mehmet Kaya, Reda Alhajj |