| 2011 | ICDE | SystemML: Declarative machine learning on MapReduce. | Amol Ghoting, Rajasekar Krishnamurthy, Edwin P. D. Pednault, Berthold Reinwald, Vikas Sindhwani, Shirish Tatikonda, Yuanyuan Tian, Shivakumar Vaithyanathan |
| 2011 | KDD | NIMBLE: a toolkit for the implementation of parallel data mining and machine learning algorithms on mapreduce. | Amol Ghoting, Prabhanjan Kambadur, Edwin P. D. Pednault, Ramakrishnan Kannan |
| 2009 | COMAD | CRM Analytics Framework. | Joseph P. Bigus, Upendra Chitnis, Prasad M. Deshpande, Ramakrishnan Kannan, Mukesh K. Mohania, Sumit Negi, Deepak Padmanabhan, Edwin P. D. Pednault, Soujanya Soni, Bipen K. Telkar, Brian F. White |
| 2006 | SAC | Embedded predictive modeling in a parallel relational database. | Ansgar Dorneich, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu |
| 2006 | SDM | Transform Regression and the Kolmogorov Superposition Theorem. | Edwin P. D. Pednault |
| 2002 | ICDM | Empirical Comparison of Various Reinforcement Learning Strategies for Sequential Targeted Marketing. | Naoki Abe, Edwin P. D. Pednault, Haixun Wang, Bianca Zadrozny, Wei Fan, Chidanand Apt |
| 2002 | KDD | Sequential cost-sensitive decision making with reinforcement learning. | Edwin P. D. Pednault, Naoki Abe, Bianca Zadrozny |
| 2002 | SDM | Segmented Regression Estimators for Massive Data Sets. | Ramesh Natarajan, Edwin P. D. Pednault |
| 2001 | KDD | Segmentation-based modeling for advanced targeted marketing. | Chidanand Apt, Eric Bibelnieks, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu, Deb Campbell, Bryan Nelson |
| 2001 | SDM | Using Simulated Pseudo Data To Speed Up Statistical Predictive Modeling From Massive Data Sets. | Ramesh Natarajan, Edwin P. D. Pednault |
| 1997 | IDA | Decomposition of Heterogeneous Classification Problems. | Chidanand Apt, Se June Hong, Jonathan R. M. Hosking, Jorge Lepre, Edwin P. D. Pednault, Barry K. Rosen |
| 1991 | IJCAI | Generalizing Nonlinear Planning to Handle Complex Goals and Actions with Context-Dependent Effects. | Edwin P. D. Pednault |
| 1989 | IJCAI | Some Experiments in Applying Inductive Inference Principles to Surface Reconstruction. | Edwin P. D. Pednault |
| 1989 | KR | ADL: Exploring the Middle Ground Between STRIPS and the Situation Calculus. | Edwin P. D. Pednault |
| 1988 | AAAI | Extending Conventional Planning Techniques to Handle Actions with Context-Depen dent Effects. | Edwin P. D. Pednault |
| 1988 | AAAI | Infering Probabilistic Theofies from Data. | Edwin P. D. Pednault |