| 2004 | Combining Multiple Inclusion Representations in Numerical Constraint Propagation. | Xuan-Ha Vu, Djamila Sam-Haroud, Boi Faltings |
| 2004 | Detecting and Mitigating Security Anomaliies. | Mladen A. Vouk |
| 2004 | Distinguishing Mislabeled Data from Correctly Labeled Data in Classifier Design. | Sundara Venkataraman, Dimitris N. Metaxas, Dmitriy Fradkin, Casimir A. Kulikowski, Ilya B. Muchnik |
| 2004 | CORMS AI: Continuous Operational Real-Time Monitoring System. | Haleh Vafaie, Carl Cecere |
| 2004 | Giving Temporal Order to News Corpus. | Hiroshi Uejima, Takao Miura, Isamu Shioya |
| 2004 | An Extended Kernel for Generalized Multiple-Instance Learning. | Qingping Tao, Stephen Scott, N. V. Vinodchandran, Thomas Takeo Osugi, Brandon Mueller |
| 2004 | Noise Identification with the k-Means Algorithm. | Wei Tang, Taghi M. Khoshgoftaar |
| 2004 | Adapting the Large Neighborhood Search to Effectively Solve Pickup and Delivery Problems with Time Windows. | Vincent W. L. Tam, M. C. Kwan |
| 2004 | Improving Coordination with Communication in Multi-Agent Reinforcement Learning. | Daniel Szer, Franois Charpillet |
| 2004 | A Deterministic Method for Initializing K-Means Clustering. | Ting Su, Jennifer G. Dy |
| 2004 | An Empirical Evaluation of Interval Estimation for Markov Decision Processes. | Alexander L. Strehl, Michael L. Littman |
| 2004 | A Logic-Based Approach for Query Refinement in Ontology-Based Information Retrieval S. | Nenad Stojanovic, Ljiljana Stojanovic |
| 2004 | An Approach for Ontology-Enhanced Query Refinement in Information Portals. | Nenad Stojanovic |
| 2004 | Semi-Supervised Learning for Software Quality Estimation. | Naeem Seliya, Taghi M. Khoshgoftaar, Shi Zhong |
| 2004 | Consistency of Test Cases in Validation of Bayesian Knowledge-Bases. | Eugene Santos Jr., Hang T. Dinh |
| 2004 | Determining the Number of Clusters/Segments in Hierarchical Clustering/Segmentation Algorithms. | Stan Salvador, Philip Chan |
| 2004 | A Coverage Based Ensemble Algorithm (CBEA) for Streaming Data. | John A. Rushing, Sara J. Graves, Evans Criswell, Amy Lin |
| 2004 | Towards Real-Time Obstacle Detection Using a Hierarchical Decomposition Methodology for Stereo Matching with a Genetic Algorithm. | Yassine Ruichek, Hazem Issa, Jack-Grard Postaire, Jean-Christophe Burie |
| 2004 | YaDT: Yet another Decision Tree Builder. | Salvatore Ruggieri |
| 2004 | Another SAT to CSP Conversion. | Olivier Roussel |
| 2004 | Reduced Ensemble Size Stacking. | Niall Rooney, David W. Patterson, Chris D. Nugent |
| 2004 | Cultural Algorithms: Modeling of How Cultures Learn to Solve Problems. | Robert G. Reynolds, Bin Peng |
| 2004 | A Vertical Outlier Detection Algorithm with Clusters as By-Product. | Dongmei Ren, Imad Rahal, William Perrizo |
| 2004 | Human Perception of Software Complexity: Knowledge Discovery from Software Data. | Marek Z. Reformat, Petr Muslek, Vanda Wu, Nicolino J. Pizzi |
| 2004 | Mining Confident Minimal Rules with Fixed-Consequents. | Imad Rahal, Dongmei Ren, Weihua Wu, William Perrizo |