| 2001 | ICDM | Using Rule Sets to Maximize ROC Performance. | Tom Fawcett |
| 1999 | KDD | Activity Monitoring: Noticing Interesting Changes in Behavior. | Tom Fawcett, Foster J. Provost |
| 1998 | AAAI | Robust Classification Systems for Imprecise Environments. | Foster J. Provost, Tom Fawcett |
| 1998 | ICML | The Case against Accuracy Estimation for Comparing Induction Algorithms. | Foster J. Provost, Tom Fawcett, Ron Kohavi |
| 1997 | KDD | Analysis and Visualization of Classifier Performance: Comparison under Imprecise Class and Cost Distributions. | Foster J. Provost, Tom Fawcett |
| 1996 | KDD | Combining Data Mining and Machine Learning for Effective User Profiling. | Tom Fawcett, Foster J. Provost |
| 1992 | ICML | Automatic Feature Generation for Problem Solving Systems. | Tom Fawcett, Paul E. Utgoff |
| 1991 | ICML | A Hybrid Method for Feature Generation. | Tom Fawcett, Paul E. Utgoff |
| 1991 | IJCAI | CABOT: An Adaptive Approach to Case-Based Search. | James P. Callan, Tom Fawcett, Edwina L. Rissland |
| 1991 | IJCAI | A Framework for Cooperative Adaptable Information Systems. | John Vittal, Bernard Silver, William J. Frawley, Glenn A. Iba, Tom Fawcett, Susan Dusseault, John Doleac |
| 1989 | ICML | Learning from Plausible Explanations. | Tom Fawcett |