| 2017 | FIE | Moving from managing enrollment to predicting student success. | Deborah Anne Trytten, Amy McGovern |
| 2016 | EGPGV | Data Mining Tornadogenesis Precursors. | Greg Foss, Amy McGovern, Corey K. Potvin, Greg Abram, Anne Bowen, Neena Hulkoti, Arnav Kaul |
| 2015 | AAAI | Day-Ahead Hail Prediction Integrating Machine Learning with Storm-Scale Numerical Weather Models. | David John Gagne II, Amy McGovern, Jerald Brotzge, Michael Coniglio, James Correia Jr., Ming Xue |
| 2013 | FIE | Making in-class competitions desirable for marginalized groups. | Amy McGovern, Deborah Anne Trytten |
| 2013 | ICDM | Severe Hail Prediction within a Spatiotemporal Relational Data Mining Framework. | David John Gagne II, Amy McGovern, Jerald Brotzge, Ming Xue |
| 2009 | ICDM | Spatio-temporal Multi-dimensional Relational Framework Trees. | Matthew Bodenhamer, Samuel Bleckley, Daniel Fennelly, Andrew H. Fagg, Amy McGovern |
| 2009 | ICDM | Spatiotemporal Relational Random Forests. | Timothy A. Supinie, Amy McGovern, John K. Williams, Jennifer Abernethy |
| 2008 | ICDM | Kernels for the Investigation of Localized Spatiotemporal Transitions of Drought with Support Vector Machines. | Matthew W. Collier, Amy McGovern |
| 2008 | ICDM | Spatiotemporal Relational Probability Trees: An Introduction. | Amy McGovern, Nathan C. Hiers, Matthew W. Collier, David John Gagne II, Rodger A. Brown |
| 2007 | IJCAI | Utile Distinctions for Relational Reinforcement Learning. | William Dabney, Amy McGovern |
| 2007 | SIGCSE | Creating significant learning experiences in introductory artificial intelligence. | Amy McGovern, Jason Fager |
| 2003 | ICML | Identifying Predictive Structures in Relational Data Using Multiple Instance Learning. | Amy McGovern, David D. Jensen |
| 2001 | ICML | Automatic Discovery of Subgoals in Reinforcement Learning using Diverse Density. | Amy McGovern, Andrew G. Barto |