| 2017 | KDD | Pharmacovigilance via Baseline Regularization with Large-Scale Longitudinal Observational Data. | Zhaobin Kuang, Peggy L. Peissig, Vtor Santos Costa, Richard Maclin, David Page |
| 2010 | ILP | Automating the ILP Setup Task: Converting User Advice about Specific Examples into General Background Knowledge. | Trevor Walker, Ciaran O'Reilly, Gautam Kunapuli, Sriraam Natarajan, Richard Maclin, David Page, Jude W. Shavlik |
| 2007 | AAAI | Refining Rules Incorporated into Knowledge-Based Support Vector Learners Via Successive Linear Programming. | Richard Maclin, Edward W. Wild, Jude W. Shavlik, Lisa Torrey, Trevor Walker |
| 2007 | ILP | Relational Macros for Transfer in Reinforcement Learning. | Lisa Torrey, Jude W. Shavlik, Trevor Walker, Richard Maclin |
| 2007 | ILP | Building Relational World Models for Reinforcement Learning. | Trevor Walker, Lisa Torrey, Jude W. Shavlik, Richard Maclin |
| 2006 | AAAI | Kernel Methods for Word Sense Disambiguation and Acronym Expansion. | Mahesh Joshi, Ted Pedersen, Richard Maclin, Serguei V. S. Pakhomov |
| 2006 | AAAI | An End-to-End Supervised Target-Word Sense Disambiguation System. | Mahesh Joshi, Serguei V. S. Pakhomov, Ted Pedersen, Richard Maclin, Christopher G. Chute |
| 2006 | AAAI | A Simple and Effective Method for Incorporating Advice into Kernel Methods. | Richard Maclin, Jude W. Shavlik, Trevor Walker, Lisa Torrey |
| 2005 | AAAI | Giving Advice about Preferred Actions to Reinforcement Learners Via Knowledge-Based Kernel Regression. | Richard Maclin, Jude W. Shavlik, Lisa Torrey, Trevor Walker, Edward W. Wild |
| 2002 | KDD | Exploiting unlabeled data in ensemble methods. | Kristin P. Bennett, Ayhan Demiriz, Richard Maclin |
| 1998 | AAAI | Boosting Classifiers Regionally. | Richard Maclin |
| 1997 | AAAI | An Empirical Evaluation of Bagging and Boosting. | Richard Maclin, David W. Opitz |
| 1997 | ICML | Feature Engineering and Classifier Selection: A Case Study in Venusian Volcano Detection. | Lars Asker, Richard Maclin |
| 1997 | IJCAI | Ensembles as a Sequence of Classifiers. | Lars Asker, Richard Maclin |
| 1995 | IJCAI | Combining the Predictions of Multiple Classifiers: Using Competitive Learning to Initialize Neural Networks. | Richard Maclin, Jude W. Shavlik |
| 1994 | AAAI | Incorporating Advice into Agents that Learn from Reinforcements. | Richard Maclin, Jude W. Shavlik |
| 1992 | AAAI | Using Knowledge-Based Neural Networks to Improve Algorithms: Refining the Chou-Fasman Algorithm for Protein Folding. | Richard Maclin, Jude W. Shavlik |
| 1991 | ICML | Refining Domain Theories Expressed as Finite-State Automata. | Richard Maclin, Jude W. Shavlik |
| 1989 | ICML | Enriching Vocabularies by Generalizing Explanation Structures. | Richard Maclin, Jude W. Shavlik |