| 2004 | A Conditional Probability Distribution-Based Dissimilarity Measure for Categorial Data. Si Quang Le, Tu Bao Ho |
| 2004 | A General Coding Method for Error-Correcting Output Codes. Yan-Huang Jiang, Qiang-Li Zhao, Xuejun Yang |
| 2004 | A Metric Approach to Building Decision Trees Based on Goodman-Kruskal Association Index. Dan A. Simovici, Szymon Jaroszewicz |
| 2004 | A New Data Mining Method Using Organizational Coevolutionary Mechanism. Jing Liu, Weicai Zhong, Fang Liu, Licheng Jiao |
| 2004 | A Non-parametric Wavelet Feature Extractor for Time Series Classification. Hui Zhang, Tu Bao Ho, Mao Song Lin |
| 2004 | A Novel Distributed Collaborative Filtering Algorithm and Its Implementation on P2P Overlay Network. Peng Han, Bo Xie, Fan Yang, Ruimin Shen |
| 2004 | A Novel Parameter-Less Clustering Method for Mining Gene Expression Data. Vincent Shin-Mu Tseng, Ching-Pin Kao |
| 2004 | A Semi-automatic System for Tagging Specialized Corpora. Ahmed Amrani, Yves Kodratoff, Oriane Matte-Tailliez |
| 2004 | A Tree-Based Approach to the Discovery of Diagnostic Biomarkers for Ovarian Cancer. Jinyan Li, Kotagiri Ramamohanarao |
| 2004 | Adaptive Clustering for Network Intrusion Detection. Joshua Oldmeadow, Siddarth Ravinutala, Christopher Leckie |
| 2004 | Advances in Knowledge Discovery and Data Mining, 8th Pacific-Asia Conference, PAKDD 2004, Sydney, Australia, May 26-28, 2004, Proceedings Honghua Dai, Ramakrishnan Srikant, Chengqi Zhang |
| 2004 | An Alternative Methodology for Mining Seasonal Pattern Using Self-Organizing Map. Denny, Vincent C. S. Lee |
| 2004 | An Efficient Algorithm for Dense Regions Discovery from Large-Scale Data Streams. Andy M. Yip, Edmond HaoCun Wu, Michael K. Ng, Tony F. Chan |
| 2004 | An Extended Negative Selection Algorithm for Anomaly Detection. Xiaoshu Hang, Honghua Dai |
| 2004 | Applying Association Rules for Interesting Recommendations Using Rule Templates. Jiye Li, Bin Tang, Nick Cercone |
| 2004 | AutoSplit: Fast and Scalable Discovery of Hidden Variables in Stream and Multimedia Databases. Jia-Yu Pan, Hiroyuki Kitagawa, Christos Faloutsos, Masafumi Hamamoto |
| 2004 | Automatic Text Extraction for Content-Based Image Indexing. Keechul Jung, Eun Yi Kim |
| 2004 | Blind Data Linkage Using n-gram Similarity Comparisons. Tim Churches, Peter Christen |
| 2004 | CCMine: Efficient Mining of Confidence-Closed Correlated Patterns. Won-Young Kim, Young-Koo Lee, Jiawei Han |
| 2004 | CMTreeMiner: Mining Both Closed and Maximal Frequent Subtrees. Yun Chi, Yirong Yang, Yi Xia, Richard R. Muntz |
| 2004 | Classifying Text Streams in the Presence of Concept Drifts. Gabriel Pui Cheong Fung, Jeffrey Xu Yu, Hongjun Lu |
| 2004 | Cluster Structure of K-means Clustering via Principal Component Analysis. Chris H. Q. Ding, Xiaofeng He |
| 2004 | Clustering Multi-represented Objects with Noise. Karin Kailing, Hans-Peter Kriegel, Alexey Pryakhin, Matthias Schubert |
| 2004 | Combining Clustering with Moving Sequential Pattern Mining: A Novel and Efficient Technique. Shuai Ma, Shiwei Tang, Dongqing Yang, Tengjiao Wang, Jinqiang Han |
| 2004 | Compact Dual Ensembles for Active Learning. Amit Mandvikar, Huan Liu, Hiroshi Motoda |
| 2004 | Conceptual Mining of Large Administrative Health Data. Tatiana Semenova, Markus Hegland, Warwick Graco, Graham J. Williams |
| 2004 | Condensed Representation of Emerging Patterns. Arnaud Soulet, Bruno Crémilleux, François Rioult |
| 2004 | Constraint-Based Graph Clustering through Node Sequencing and Partitioning. Yu Qian, Kang Zhang, Wei Lai |
| 2004 | Constraint-Based Mining of Formal Concepts in Transactional Data. Jérémy Besson, Céline Robardet, Jean-François Boulicaut |
| 2004 | DB-Subdue: Database Approach to Graph Mining. Sharma Chakravarthy, Ramji Beera, Ramanathan Balachandran |
| 2004 | DRC-BK: Mining Classification Rules with Help of SVM. Yang Zhang, Zhanhuai Li, Yan Tang, Kebin Cui |
| 2004 | Data Mining Grand Challenges. Usama M. Fayyad |
| 2004 | Data Mining Proxy: Serving Large Number of Users for Efficient Frequent Itemset Mining. Zhiheng Li, Jeffrey Xu Yu, Hongjun Lu, Yabo Xu, Guimei Liu |
| 2004 | Discovering Ordered Tree Patterns from XML Queries. Yi Chen |
| 2004 | Discovering Partial Periodic Patterns in Discrete Data Sequences. Huiping Cao, David W. Cheung, Nikos Mamoulis |
| 2004 | Discovery of Maximally Frequent Tag Tree Patterns with Contractible Variables from Semistructured Documents. Tetsuhiro Miyahara, Yusuke Suzuki, Takayoshi Shoudai, Tomoyuki Uchida, Kenichi Takahashi, Hiroaki Ueda |
| 2004 | Discriminative Methods for Multi-labeled Classification. Shantanu Godbole, Sunita Sarawagi |
| 2004 | Efficient Pattern-Growth Methods for Frequent Tree Pattern Mining. Chen Wang, Mingsheng Hong, Jian Pei, Haofeng Zhou, Wei Wang, Baile Shi |
| 2004 | Ensembling MML Causal Discovery. Honghua Dai, Gang Li, Zhi-Hua Zhou |
| 2004 | Evaluating the Replicability of Significance Tests for Comparing Learning Algorithms. Remco R. Bouckaert, Eibe Frank |
| 2004 | Exploiting Recurring Usage Patterns to Enhance Filesystem and Memory Subsystem Performance. Benjamin Rutt, Srinivasan Parthasarathy |
| 2004 | Exploring Potential of Leave-One-Out Estimator for Calibration of SVM in Text Mining. Adam Kowalczyk, Bhavani Raskutti, Herman L. Ferrá |
| 2004 | Extracting Citation Metadata from Online Publication Lists Using BLAST. I-Ane Huang, Jan-Ming Ho, Hung-Yu Kao, Shian-Hua Lin |
| 2004 | Extracting and Explaining Biological Knowledge in Microarray Data. Paul J. Kennedy, Simeon J. Simoff, David B. Skillicorn, Daniel R. Catchpoole |
| 2004 | FP-Bonsai: The Art of Growing and Pruning Small FP-Trees. Francesco Bonchi, Bart Goethals |
| 2004 | Fast and Light Boosting for Adaptive Mining of Data Streams. Fang Chu, Carlo Zaniolo |
| 2004 | Feature Extraction and Classification System for Nonlinear and Online Data. Byung-Joo Kim, Il Kon Kim, Kwang-Baek Kim |
| 2004 | Febrl - A Parallel Open Source Data Linkage System: http://datamining.anu.edu.au/linkage.html. Peter Christen, Tim Churches, Markus Hegland |
| 2004 | Finding Frequent Structural Features among Words in Tree-Structured Documents. Tomoyuki Uchida, Tomonori Mogawa, Yasuaki Nakamura |
| 2004 | Finding Negative Event-Oriented Patterns in Long Temporal Sequences. Xingzhi Sun, Maria E. Orlowska, Xue Li |
| 2004 | Formal Approach and Automated Tool for Translating ER Schemata into OWL Ontologies. Zhuoming Xu, Xiao Cao, Yisheng Dong, Wenping Su |
| 2004 | Further Applications of a Particle Visualization Framework. Ke Yin, Ian Davidson |
| 2004 | ISM: Item Selection for Marketing with Cross-Selling Considerations. Raymond Chi-Wing Wong, Ada Wai-Chee Fu |
| 2004 | Identifying Markov Blankets Using Lasso Estimation. Gang Li, Honghua Dai, Yiqing Tu |
| 2004 | Learning Hidden Markov Model Topology Based on KL Divergence for Information Extraction. Kwok-Chung Au, Kwok-Wai Cheung |
| 2004 | Logistic Regression and Boosting for Labeled Bags of Instances. Xin Xu, Eibe Frank |
| 2004 | Mining Association Rules from Structural Deltas of Historical XML Documents. Ling Chen, Sourav S. Bhowmick, Liang-Tien Chia |
| 2004 | Mining Expressive Process Models by Clustering Workflow Traces. Gianluigi Greco, Antonella Guzzo, Luigi Pontieri, Domenico Saccà |
| 2004 | Mining Negative Rules Using GRD. Dhananjay R. Thiruvady, Geoffrey I. Webb |
| 2004 | Mining Term Association Rules for Heuristic Query Construction. Zhenxing Qin, Li Liu, Shichao Zhang |
| 2004 | Mining of Evolving Data Streams with Privacy Preservation. Philip S. Yu |
| 2004 | Mining of Web-Page Visiting Patterns with Continuous-Time Markov Models. Qiming Huang, Qiang Yang, Joshua Zhexue Huang, Michael K. Ng |
| 2004 | Noise Tolerant Classification by Chi Emerging Patterns. Hongjian Fan, Kotagiri Ramamohanarao |
| 2004 | OBE: Outlier by Example. Cui Zhu, Hiroyuki Kitagawa, Spiros Papadimitriou, Christos Faloutsos |
| 2004 | On the Size of Training Set and the Benefit from Ensemble. Zhi-Hua Zhou, Dan Wei, Gang Li, Honghua Dai |
| 2004 | ParaDualMiner: An Efficient Parallel Implementation of the DualMiner Algorithm. Roger Ming Hieng Ting, James Bailey, Kotagiri Ramamohanarao |
| 2004 | Peculiarity Oriented Analysis in Multi-people Tracking Images. Muneaki Ohshima, Ning Zhong, Yiyu Yao, Shinichi Murata |
| 2004 | Predicting Web Requests Efficiently Using a Probability Model. Shanchan Wu, Wenyuan Wang |
| 2004 | Providing Diversity in K-Nearest Neighbor Query Results. Anoop Jain, Parag Sarda, Jayant R. Haritsa |
| 2004 | Rules Discovery from Cross-Sectional Short-Length Time Series. Kedong Luo, Jianmin Wang, Jia-Guang Sun |
| 2004 | Secure Association Rule Sharing. Stanley R. M. Oliveira, Osmar R. Zaïane, Yücel Saygin |
| 2004 | Selective Augmented Bayesian Network Classifiers Based on Rough Set Theory. Zhihai Wang, Geoffrey I. Webb, Fei Zheng |
| 2004 | Self-Similar Mining of Time Association Rules. Daniel Barbará, Ping Chen, Zohreh Nazeri |
| 2004 | Semantic Sequence Kin: A Method of Document Copy Detection. Jun-Peng Bao, Jun-Yi Shen, Xiao-Dong Liu, Haiyan Liu, Xiaodi Zhang |
| 2004 | Separating Structure from Interestingness. Taneli Mielikäinen |
| 2004 | Spectral Analysis of Text Collection for Similarity-Based Clustering. Wenyuan Li, Wee Keong Ng, Ee-Peng Lim |
| 2004 | Spectral Energy Minimization for Semi-supervised Learning. Chun Hung Li, Zhi-Li Wu |
| 2004 | Subspace Clustering of High Dimensional Spatial Data with Noises. Chih-Ming Hsu, Ming-Syan Chen |
| 2004 | Summarization of Spacecraft Telemetry Data by Extracting Significant Temporal Patterns. Takehisa Yairi, Shiro Ogasawara, Koichi Hori, Shinichi Nakasuka, Naoki Ishihama |
| 2004 | Temporal Sequence Associations for Rare Events. Jie Chen, Hongxing He, Graham J. Williams, Huidong Jin |
| 2004 | The Application of Emerging Patterns for Improving the Quality of Rare-Class Classification. Hamad Alhammady, Kotagiri Ramamohanarao |
| 2004 | Towards Optimizing Conjunctive Inductive Queries. Johannes Fischer, Luc De Raedt |
| 2004 | Using Cluster-Based Sampling to Select Initial Training Set for Active Learning in Text Classification. Jaeho Kang, Kwang Ryel Ryu, Hyuk-Chul Kwon |
| 2004 | Using Self-Consistent Naive-Bayes to Detect Masquerades. Kwong H. Yung |