| 2009 | AI | Decision Tree Learning Using a Bayesian Approach at Each Node. | Mirela Andronescu, Mark Brodie |
| 2008 | NOMS | SPIRIT: Service for providing infrastructure recommendations for IT. | Ashwin Lall, Anca Sailer, Mark Brodie |
| 2007 | Persuasive | Support Services: Persuading Employees and Customers to Do what Is in the Community's Best Interest. | Mark Brodie, Jennifer Lai, Jonathan Lenchner, William Luken, Kavitha Ranganathan, Jung-Mu Tang, Maja Vukovic |
| 2006 | ICDM | TOP-COP: Mining TOP-K Strongly Correlated Pairs in Large Databases. | Hui Xiong, Mark Brodie, Sheng Ma |
| 2005 | IM | Test-based diagnosis: tree and matrix representations. | Alina Beygelzimer, Mark Brodie, Sheng Ma, Irina Rish |
| 2004 | NOMS | Real-time problem determination in distributed systems using active probing. | Irina Rish, Mark Brodie, Natalia Odintsova, Sheng Ma, Genady Grabarnik |
| 2003 | IJCAI | Active Probing Strategies for Problem Diagnosis in Distributed Systems. | Mark Brodie, Irina Rish, Sheng Ma, Natalia Odintsova |
| 2002 | AAAI | Accuracy vs. Efficiency Trade-offs in Probabilistic Diagnosis. | Irina Rish, Mark Brodie, Sheng Ma |
| 1999 | ICML | Learning to Ride a Bicycle using Iterated Phantom Induction. | Mark Brodie, Gerald DeJong |
| 1998 | AAAI | Iterated Phantom Induction: A Little Knowledge Can Go a Long Way. | Mark Brodie, Gerald DeJong |