| 2021 | SDM | Learning Reliable Rules under Class Imbalance. | Dimitrios I. Diochnos, Theodore B. Trafalis |
| 2017 | BIBE | Thyroid Nodule Benignty Prediction by Deep Feature Extraction. | XueYan Mei, Xiaomeng Dong, Timothy Deyer, Jingyi Zeng, Theodore B. Trafalis, Yan Fang |
| 2007 | ICCS | Regularized Knowledge-Based Kernel Machine. | Olutayo O. Oladunni, Theodore B. Trafalis |
| 2007 | ICCS | Active Learning with Support Vector Machines for Tornado Prediction. | Theodore B. Trafalis, Indra Adrianto, Michael B. Richman |
| 2007 | IJCNN | Regularization Based Classification Models. | Olutayo O. Oladunni, Theodore B. Trafalis |
| 2006 | ICCS | Knowledge-Based Multiclass Support Vector Machines Applied to Vertical Two-Phase Flow. | Olutayo O. Oladunni, Theodore B. Trafalis, Dimitrios V. Papavassiliou |
| 2006 | ICCS | Detection of Tornados Using an Incremental Revised Support Vector Machine with Filters. | Hyung-Jin Son, Theodore B. Trafalis |
| 2006 | IJCNN | A Pairwise Reduced Kernel-based Multi-classification Tikhonov Regularization Machine. | Olutayo O. Oladunni, Theodore B. Trafalis |
| 2005 | IJCNN | Determination of the optimal batch size in incremental approaches: an application to tornado detection. | Hyung-Jin Son, Theodore B. Trafalis, Michael B. Richman |
| 2005 | IJCNN | Maximum margin classifiers with noisy data: a robust optimization approach. | Theodore B. Trafalis, Robin C. Gilbert |
| 2004 | ICCS | Rule-Based Support Vector Machine Classifiers Applied to Tornado Prediction. | Theodore B. Trafalis, Budi Santosa, Michael B. Richman |
| 2004 | IJCNN | Kernel principal component analysis and support vector machines for stock price prediction. | Huseyin Ince, Theodore B. Trafalis |
| 2003 | ICCS | Tornado Detection with Support Vector Machines. | Theodore B. Trafalis, Huseyin Ince, Michael B. Richman |
| 2003 | IJCNN | Support vector machines and the electoral college. | Alexander M. Malyscheff, Theodore B. Trafalis |
| 2003 | IJCNN | Robust optimization in support vector machine training with bounded errors. | Theodore B. Trafalis, Samir A. Alwazzi |
| 2000 | IJCNN | Support Vector Machine for Regression and Applications to Financial Forecasting. | Theodore B. Trafalis, Huseyin Ince |