| 2011 |
| 26 | SystemML: Declarative machine learning on MapReduce. Amol Ghoting, Rajasekar Krishnamurthy, Edwin P. D. Pednault, Berthold Reinwald, Vikas Sindhwani, Shirish Tatikonda, Yuanyuan Tian, Shivakumar Vaithyanathan. ICDE 2011, 231-242. Web SearchBibTeXDownload |
| 25 | 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. KDD 2011, 334-342. Web SearchBibTeXDownload |
| 2009 |
| 24 | CRM Analytics Framework. Joseph P. Bigus, Upendra Chitnis, Prasad M. Deshpande, Ramakrishnan Kannan, Mukesh K. Mohania, Sumit Negi, Deepak P, Edwin Pednault, Soujanya Soni, Bipen K. Telkar, Brian F. White. COMAD 2009. Web SearchBibTeXDownload |
| 2006 |
| 23 | Embedded predictive modeling in a parallel relational database. A. Dorneich, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu. SAC 2006, 569-574. Web SearchBibTeXDownload |
| 22 | Transform Regression and the Kolmogorov Superposition Theorem. Edwin P. D. Pednault. SDM 2006. Web SearchBibTeXDownload |
| 2003 |
| 21 | Data-intensive analytics for predictive modeling. Chidanand Apté, Se June Hong, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu, Sholom M. Weiss. IBM Journal of Research and Development (47): 17-24 (2003). Web SearchBibTeXDownload |
| 2002 |
| 20 | Business applications of data mining. Chidanand Apté, Bing Liu, Edwin P. D. Pednault, Padhraic Smyth. Commun. ACM (45): 49-53 (2002). Cited by 70Web SearchBibTeXDownload |
| 19 | A probabilistic estimation framework for predictive modeling analytics. Chidanand Apté, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu. IBM Systems Journal (41): 438-448 (2002). Web SearchBibTeXDownload |
| 18 | Empirical Comparison of Various Reinforcement Learning Strategies for Sequential Targeted Marketing. Naoki Abe, Edwin P. D. Pednault, Haixun Wang, Bianca Zadrozny, Wei Fan, Chidanand Apté. ICDM 2002, 3-10. Web SearchBibTeXDownload |
| 17 | Sequential cost-sensitive decision making with reinforcement learning. Edwin P. D. Pednault, Naoki Abe, Bianca Zadrozny. KDD 2002, 259-268. Web SearchBibTeXDownload |
| 16 | Segmented Regression Estimators for Massive Data Sets. Ramesh Natarajan, Edwin P. D. Pednault. SDM 2002. Web SearchBibTeXDownload |
| 2001 |
| 15 | Segmentation-based modeling for advanced targeted marketing. Chidanand Apté, E. Bibelnieks, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu, Deb Campbell, Bryan Nelson. KDD 2001, 408-413. Web SearchBibTeXDownload |
| 2000 |
| 14 | Deep issues: representation is everything. Edwin P. D. Pednault. Commun. ACM (43): 80-83 (2000). Web SearchBibTeXDownload |
| 1998 |
| 13 | Decomposition of Heterogeneous Classification Problems. Chidanand Apté, Se June Hong, Jonathan R. M. Hosking, Jorge Lepre, Edwin P. D. Pednault, Barry K. Rosen. Intell. Data Anal. (2): 81-96 (1998). Web SearchBibTeXDownload |
| 1997 |
| 12 | Decomposition of Heterogeneous Classification Problems. Chidanand Apté, Se June Hong, Jonathan R. M. Hosking, Jorge Lepre, Edwin P. D. Pednault, Barry K. Rosen. IDA 1997, 17-28. Web SearchBibTeXDownload |
| 1994 |
| 11 | ADL and the State-Transition Model of Action. Edwin P. D. Pednault. J. Log. Comput. (4): 467-512 (1994). Web SearchBibTeXDownload |
| 1992 |
| 10 | Reading Handwritten Digits: A ZIP Code Recognition System. Ofer Matan, Henry S. Baird, Jane Bromley, Christopher J. C. Burges, John S. Denker, Lawrence D. Jackel, Yann LeCun, Edwin P. D. Pednault, William Satterfield, Charles E. Stenard, Timothy J. Thompson. IEEE Computer (25): 59-63 (1992). Web SearchBibTeXDownload |
| 1991 |
| 9 | Theory and Application of Minimal-Length Encoding: 1990 AAAI Spring Symposium Report. Edwin P. D. Pednault. AI Magazine (11): 94-96 (1991). Web SearchBibTeXDownload |
| 8 | Generalizing Nonlinear Planning to Handle Complex Goals and Actions with Context-Dependent Effects. Edwin P. D. Pednault. IJCAI 1991, 240-245. Web SearchBibTeX |
| 7 | Minimal-Length Encoding and Inductive Inference. Edwin P. D. Pednault. Knowledge Discovery in Databases 1991, 71-92. Web SearchBibTeX |
| 1989 |
| 6 | Some Experiments in Applying Inductive Inference Principles to Surface Reconstruction. Edwin P. D. Pednault. IJCAI 1989, 1603-1609. Web SearchBibTeX |
| 5 | ADL: Exploring the Middle Ground Between STRIPS and the Situation Calculus. Edwin P. D. Pednault. KR 1989, 324-332. Web SearchBibTeX |
| 1988 |
| 4 | Infering Probabilistic Theofies from Data. Edwin P. D. Pednault. AAAI 1988, 624-628. Web SearchBibTeX |
| 3 | Extending Conventional Planning Techniques to Handle Actions with Context-Depen dent Effects. Edwin P. D. Pednault. AAAI 1988, 55-59. Web SearchBibTeX |
| 2 | Synthesizing plans that contain actions with context-dependent effects. Edwin P. D. Pednault. Computational Intelligence (4): 356-372 (1988). Web SearchBibTeX |
| 1981 |
| 1 | On the Independence Assumption Underlying Subjective Bayesian Updating. Edwin P. D. Pednault, Steven W. Zucker, L. V. Muresan. Artif. Intell. (16): 213-222 (1981). Web SearchBibTeXDownload |