| 2013 | AAAI | An Interpretable Stroke Prediction Model using Rules and Bayesian Analysis. | Benjamin Letham, Cynthia Rudin, Tyler H. McCormick, David Madigan |
| 2007 | ICDM | Finding Predictive Runs with LAPS. | Suhrid Balakrishnan, David Madigan |
| 2007 | ISI | Sequential Decision Making Algorithms for Port of Entry Inspection: Overcoming Computational Challenges. | David Madigan, Sushil Mittal, Fred S. Roberts |
| 2006 | ICDM | Decision Trees for Functional Variables. | Suhrid Balakrishnan, David Madigan |
| 2006 | ISI | Experimental Analysis of Sequential Decision Making Algorithms for Port of Entry Inspection Procedures. | Saket Anand, David Madigan, Richard J. Mammone, Saumitr Pathak, Fred S. Roberts |
| 2006 | SIGIR | Constructing informative prior distributions from domain knowledge in text classification. | Aynur A. Dayanik, David D. Lewis, David Madigan, Vladimir Menkov, Alexander Genkin |
| 2005 | INFOCOM | Bayesian indoor positioning systems. | David Madigan, E. Einahrawy, R. P. Martin, Wen-Hua Ju, Parameshwaran Krishnan, A. S. Krishnakumar |
| 2003 | AISTATS | On the Naive Bayes Model for Text Categorization. | Susana Eyheramendy, David D. Lewis, David Madigan |
| 2003 | AISTATS | On Retrieval Properties of Samples of Large Collections. | David Madigan, Yehuda Vardi, Ishay Weissman |
| 2003 | KDD | Experiments with random projections for machine learning. | Dmitriy Fradkin, David Madigan |
| 2002 | KDD | Bayesian analysis of massive datasets via particle filters. | Greg Ridgeway, David Madigan |
| 1999 | AISTATS | Relaxing the local independence assumption for quantitative learning in acyclic directed graphical models through hierarchical partition models. | Daniela Golinelli, David Madigan, Guido Consonni |
| 1999 | AISTATS | Bayesian graphical models, intention-to-treat, and the rubin causal Model. | David Madigan |
| 1999 | AISTATS | Boosting methodology for regression problems. | Greg Ridgeway, David Madigan, Thomas Richardson |
| 1998 | KDD | Interpretable Boosted Nave Bayes Classification. | Greg Ridgeway, David Madigan, Thomas Richardson, John O'Kane |
| 1997 | AISTATS | Bayesian Information Retrieval: Preliminary Evaluation. | Michelle Keim, David D. Lewis, David Madigan |
| 1997 | AISTATS | Preface. | David Madigan, Padhraic Smyth |
| 1996 | UAI | An Alternative Markov Property for Chain Graphs. | Steen A. Andersson, David Madigan, Michael D. Perlman |
| 1995 | AISTATS | On Test Selection Strategies for Belief Networks. | David Madigan, Russell G. Almond |
| 1995 | UAI | Probabilistic Temporal Reasoning with Endogenous Change. | Steve Hanks, David Madigan, Jonathan Gavrin |
| 1994 | MVA | Document Degradation Models: Parameter Estimation and Model Validation. | Tapas Kanungo, Robert M. Haralick, Henry S. Baird, Werner Stuetzle, David Madigan |