Edwin P. D. Pednault

Amol Ghoting, Rajasekar Krishnamurthy, Edwin P. D. Pednault, Berthold Reinwald, Vikas Sindhwani, Shirish Tatikonda, Yuanyuan Tian, Shivakumar Vaithyanathan: SystemML: Declarative machine learning on MapReduce. ICDE 2011: 231-242

Amol Ghoting, Prabhanjan Kambadur, Edwin P. D. Pednault, Ramakrishnan Kannan: NIMBLE: a toolkit for the implementation of parallel data mining and machine learning algorithms on mapreduce. KDD 2011: 334-342

Joseph P. Bigus, Upendra Chitnis, Prasad M. Deshpande, Ramakrishnan Kannan, Mukesh K. Mohania, Sumit Negi, Deepak P, Edwin P. D. Pednault, Soujanya Soni, Bipen K. Telkar, Brian F. White: CRM Analytics Framework. COMAD 2009

A. Dorneich, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu: Embedded predictive modeling in a parallel relational database. SAC 2006: 569-574

Edwin P. D. Pednault: Transform Regression and the Kolmogorov Superposition Theorem. SDM 2006

Chidanand Apté, Se June Hong, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu, Sholom M. Weiss: Data-intensive analytics for predictive modeling. IBM Journal of Research and Development 47(1): 17-24 (2003)

Chidanand Apté, Bing Liu, Edwin P. D. Pednault, Padhraic Smyth: Business applications of data mining. Commun. ACM 45(8): 49-53 (2002)

Chidanand Apté, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu: A probabilistic estimation framework for predictive modeling analytics. IBM Systems Journal 41(3): 438-448 (2002)

Naoki Abe, Edwin P. D. Pednault, Haixun Wang, Bianca Zadrozny, Wei Fan, Chidanand Apté: Empirical Comparison of Various Reinforcement Learning Strategies for Sequential Targeted Marketing. ICDM 2002: 3-10

Edwin P. D. Pednault, Naoki Abe, Bianca Zadrozny: Sequential cost-sensitive decision making with reinforcement learning. KDD 2002: 259-268

Ramesh Natarajan, Edwin P. D. Pednault: Segmented Regression Estimators for Massive Data Sets. SDM 2002

Chidanand Apté, E. Bibelnieks, Ramesh Natarajan, Edwin P. D. Pednault, Fateh Tipu, Deb Campbell, Bryan Nelson: Segmentation-based modeling for advanced targeted marketing. KDD 2001: 408-413

Edwin P. D. Pednault: Deep issues: representation is everything. Commun. ACM 43(8): 80-83 (2000)

Chidanand Apté, Se June Hong, Jonathan R. M. Hosking, Jorge Lepre, Edwin P. D. Pednault, Barry K. Rosen: Decomposition of Heterogeneous Classification Problems. Intell. Data Anal. 2(1-4): 81-96 (1998)

Chidanand Apté, Se June Hong, Jonathan R. M. Hosking, Jorge Lepre, Edwin P. D. Pednault, Barry K. Rosen: Decomposition of Heterogeneous Classification Problems. IDA 1997: 17-28

Edwin P. D. Pednault: ADL and the State-Transition Model of Action. J. Log. Comput. 4(5): 467-512 (1994)

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: Reading Handwritten Digits: A ZIP Code Recognition System. IEEE Computer 25(7): 59-63 (1992)

Edwin P. D. Pednault: Theory and Application of Minimal-Length Encoding: 1990 AAAI Spring Symposium Report. AI Magazine 11(5): 94-96 (1991)

Edwin P. D. Pednault: Minimal-Length Encoding and Inductive Inference. Knowledge Discovery in Databases 1991: 71-92

Edwin P. D. Pednault: Generalizing Nonlinear Planning to Handle Complex Goals and Actions with Context-Dependent Effects. IJCAI 1991: 240-245

Edwin P. D. Pednault: Some Experiments in Applying Inductive Inference Principles to Surface Reconstruction. IJCAI 1989: 1603-1609

Edwin P. D. Pednault: ADL: Exploring the Middle Ground Between STRIPS and the Situation Calculus. KR 1989: 324-332

Edwin P. D. Pednault: Synthesizing plans that contain actions with context-dependent effects. Computational Intelligence 4: 356-372 (1988)

Edwin P. D. Pednault: Extending Conventional Planning Techniques to Handle Actions with Context-Depen dent Effects. AAAI 1988: 55-59

Edwin P. D. Pednault: Infering Probabilistic Theofies from Data. AAAI 1988: 624-628

Edwin P. D. Pednault, Steven W. Zucker, L. V. Muresan: On the Independence Assumption Underlying Subjective Bayesian Updating. Artif. Intell. 16(2): 213-222 (1981)