| 2008 | Decision Tree Ensemble: Small Heterogeneous Is Better Than Large Homogeneous. | Michael Gashler, Christophe G. Giraud-Carrier, Tony R. Martinez |
| 2008 | Comparison with Parametric Optimization in Credit Card Fraud Detection. | Manoel Fernando Alonso Gadi, Xidi Wang, Alair Pereira do Lago |
| 2008 | An Investigation of Non-Uniform Error Cost Function Design in Automatic Speech Recognition. | Qiang Fu, Biing-Hwang Juang |
| 2008 | Comparison of Four Performance Metrics for Evaluating Sampling Techniques for Low Quality Class-Imbalanced Data. | Andres Folleco, Taghi M. Khoshgoftaar, Amri Napolitano |
| 2008 | Missing Data Imputation in Longitudinal Cohort Studies: Application of PLANN-ARD in Breast Cancer Survival. | Ana S. Fernandes, Ian H. Jarman, Terence A. Etchells, Jos Manuel Fonseca, Elia Biganzoli, Chris Bajdik, Paulo J. G. Lisboa |
| 2008 | Comparison of Evaluation Metrics in Classification Applications with Imbalanced Datasets. | Mehrdad Fatourechi, Rabab K. Ward, Steven G. Mason, Jane E. Huggins, Alois Schlgl, Gary E. Birch |
| 2008 | Ensemble Machine Methods for DNA Binding. | Yue Fan, Mark A. Kon, Charles DeLisi |
| 2008 | Farthest Centroids Divisive Clustering. | Haw-ren Fang, Yousef Saad |
| 2008 | A Qualia Framework for Ladar 3D Object Classification. | Matthew D. Eyster, Michael J. Mendenhall, Steven K. Rogers |
| 2008 | Optimization on a Novel Quantum Greedy Approach Based on Learning Strategy for Zero and One Knapsack Problem and Evaluation. | Mir Shahriar Emami |
| 2008 | Nonlinear Kernel-Based Approaches for Predicting Normal Tissue Toxicities. | Issam El-Naqa, Jeffrey D. Bradley, Joseph Deasy |
| 2008 | Machine Learning Techniques Applied to Dynamic Video Adapting. | Robson Eisinger, Roseli A. F. Romero, Rudinei Goularte |
| 2008 | Multi-stage Learning of Linear Algebra Algorithms. | Victor Eijkhout, Erika Fuentes |
| 2008 | Distributed Optimization Strategies for Mining on Peer-to-Peer Networks. | Haimonti Dutta, Ananda Matthur |
| 2008 | Image Segmentation as Learning on Hypergraphs. | Lei Ding, Alper Yilmaz |
| 2008 | Learning-Based Fusion for Data Deduplication. | Jared Dinerstein, Sabra Dinerstein, Parris K. Egbert, Stephen W. Clyde |
| 2008 | Support Vector Machines versus Decision Templates in Biomedical Decision Fusion. | Ioannis N. Dimou, Michalis E. Zervakis |
| 2008 | Decision Fusion of Machine Learning Models to Predict Radiotherapy-Induced Lung Pneumonitis. | Shiva K. Das, Shifeng Chen, Joseph O. Deasy, Sumin Zhou, Fang-Fang Yin, Lawrence B. Marks |
| 2008 | Scalable Patch Management Using Evolutionary Analysis of Attack Graphs. | Melissa Danforth |
| 2008 | Inferring Sparse Kernel Combinations and Relevance Vectors: An Application to Subcellular Localization of Proteins. | Theodoros Damoulas, Yiming Ying, Mark A. Girolami, Colin Campbell |
| 2008 | A Comparative Study of Selected Classification Accuracy in User Profiling. | Ayse Cufoglu, Mahi Lohi, Kambiz Madani |
| 2008 | Semi-supervised IFA with Prior Knowledge on the Mixing Process: An Application to a Railway Device Diagnosis. | Etienne Cme, Zohra Leila Cherfi, Latifa Oukhellou, Patrice Aknin |
| 2008 | A User Modeling Approach to Web Based Adaptive Educational Hypermedia Systems. | Ilhami Colak, Seref Sagiroglu, Hamdi Tolga Kahraman |
| 2008 | Statistical Face Recognition via a k-Means Iterative Algorithm. | Claudio Cifarelli, Gaetano Manfredi, Luciano Nieddu |
| 2008 | A Bayesian Approach to Switching Linear Gaussian State-Space Models for Unsupervised Time-Series Segmentation. | Silvia Chiappa |