| 2005 | Efficient Sampling: Application to Image Data. | Surong Wang, Manoranjan Dash, Liang-Tien Chia |
| 2005 | Comparison of Tree Based Methods on Mammography Data. | Richard D. De Veaux, Thu Hong |
| 2005 | Voting Fuzzy k-NN to Predict Protein Subcellular Localization from Normalized Amino Acid Pair Compositions. | Thai Quang Tung, Doheon Lee, Dae-Won Kim, Jong-Tae Lim |
| 2005 | Data Mining of Gene Expression Microarray via Weighted Prefix Trees. | Tran Trang, Nguyen Cam Chi, Vincel Hoang Ngoc Minh |
| 2005 | A New Evolutionary Neural Network Classifier. | Arit Thammano, Asavin Meengen |
| 2005 | Feature Selection Algorithm for Data with Both Nominal and Continuous Features. | Wenyin Tang, Kezhi Mao |
| 2005 | Feature Selection for High Dimensional Face Image Using Self-organizing Maps. | Xiaoyang Tan, Songcan Chen, Zhi-Hua Zhou, Fuyan Zhang |
| 2005 | Automatic Occupation Coding with Combination of Machine Learning and Hand-Crafted Rules. | Kazuko Takahashi, Hiroya Takamura, Manabu Okumura |
| 2005 | Finding Temporal Features of Event-Oriented Patterns. | Xingzhi Sun, Maria E. Orlowska, Xue Li |
| 2005 | Visualization of Cluster Changes by Comparing Self-organizing Maps. | Denny, David McG. Squire |
| 2005 | An Efficient Framework for Mining Flexible Constraints. | Arnaud Soulet, Bruno Crmilleux |
| 2005 | An Automatic Unsupervised Querying Algorithm for Efficient Information Extraction in Biomedical Domain. | Min Song, Il-Yeol Song, Xiaohua Hu, Robert B. Allen |
| 2005 | Adjusting Mixture Weights of Gaussian Mixture Model via Regularized Probabilistic Latent Semantic Analysis. | Luo Si, Rong Jin |
| 2005 | Improved Bayesian Spam Filtering Based on Co-weighted Multi-area Information. | Raju Shrestha, Yaping Lin |
| 2005 | Extraction of Frequent Few-Overlapped Monotone DNF Formulas with Depth-First Pruning. | Yoshikazu Shima, Kouichi Hirata, Masateru Harao |
| 2005 | Frequent Itemset Mining with Parallel RDBMS. | Xuequn Shang, Kai-Uwe Sattler |
| 2005 | Stochastic Local Clustering for Massive Graphs. | Satu Elisa Schaeffer |
| 2005 | A Novel Bit Level Time Series Representation with Implication of Similarity Search and Clustering. | Chotirat (Ann) Ratanamahatana, Eamonn J. Keogh, Anthony J. Bagnall, Stefano Lonardi |
| 2005 | Considering Re-occurring Features in Associative Classifiers. | Rafal Rak, Wojciech Stach, Osmar R. Zaane, Maria-Luiza Antonie |
| 2005 | PatZip: Pattern-Preserved Spatial Data Compression. | Yu Qian, Kang Zhang, Dung T. Huynh |
| 2005 | A Vector Field Visualization Technique for Self-organizing Maps. | Georg Plzlbauer, Andreas Rauber, Michael Dittenbach |
| 2005 | Increasing Classification Accuracy by Combining Adaptive Sampling and Convex Pseudo-Data. | Chia Huey Ooi, Madhu Chetty |
| 2005 | Covariance and PCA for Categorical Variables. | Hirotaka Niitsuma, Takashi Okada |
| 2005 | Improvements of IncSpan: Incremental Mining of Sequential Patterns in Large Database. | Son N. Nguyen, Xingzhi Sun, Maria E. Orlowska |
| 2005 | Cl-GBI: A Novel Approach for Extracting Typical Patterns from Graph-Structured Data. | Phu Chien Nguyen, Kouzou Ohara, Hiroshi Motoda, Takashi Washio |