| 2014 | SDM | Graphical Models for Identifying Fraud and Waste in Healthcare Claims. | Peder A. Olsen, Ramesh Natarajan, Sholom M. Weiss |
| 2013 | KDD | Improving quality control by early prediction of manufacturing outcomes. | Sholom M. Weiss, Amit Dhurandhar, Robert J. Baseman |
| 2003 | KDD | Knowledge-based data mining. | Sholom M. Weiss, Stephen J. Buckley, Shubir Kapoor, Sren Damgaard |
| 2002 | KDD | A system for real-time competitive market intelligence. | Sholom M. Weiss, Naval K. Verma |
| 2002 | SIGIR | Experiments in high-dimensional text categorization. | Fred Damerau, Tong Zhang, Sholom M. Weiss, Nitin Indurkhya |
| 2001 | KDD | Solving regression problems with rule-based ensemble classifiers. | Nitin Indurkhya, Sholom M. Weiss |
| 2000 | ICML | Lightweight Rule Induction. | Sholom M. Weiss, Nitin Indurkhya |
| 1995 | ICCBR | Using Case Data to Improve on Rule-based Function Approximation. | Nitin Indurkhya, Sholom M. Weiss |
| 1995 | KDD | Feature Extraction for Massive Data Mining. | V. Seshadri, Raguram Sasisekharan, Sholom M. Weiss |
| 1994 | AAAI | Decision Tree Pruning: Biased or Optimal? | Sholom M. Weiss, Nitin Indurkhya |
| 1994 | ICML | Small Sample Decision tree Pruning. | Sholom M. Weiss, Nitin Indurkhya |
| 1994 | KDD | Proactive Network Maintenance Using Machine Learning. | Raguram Sasisekharan, V. Seshadri, Sholom M. Weiss |
| 1994 | SIGIR | Towards Language Independent Automated Learning of Text Categorisation Models. | Chidanand Apt, Fred Damerau, Sholom M. Weiss |
| 1993 | IJCAI | Rule-Based Regression. | Sholom M. Weiss, Nitin Indurkhya |
| 1993 | ISMB | Transmembrane Segment Prediction from Protein Sequence Data. | Sholom M. Weiss, Dawn M. Cohen, Nitin Indurkhya |
| 1991 | IJCAI | Reduced Complexity Rule Induction. | Sholom M. Weiss, Nitin Indurkhya |
| 1989 | IJCAI | An Empirical Comparison of Pattern Recognition, Neural Nets, and Machine Learning Classification Methods. | Sholom M. Weiss, Ioannis Kapouleas |
| 1987 | AAAI | Optimizing the Predictive Value of Diagnostic Decision Rules. | Sholom M. Weiss, Robert S. Galen, Prasad Tadepalli |
| 1985 | IJCAI | SEEK2: A Generalized Approach to Automatic Knowledge Base Refinement. | Allen Ginsberg, Sholom M. Weiss, Peter Politakis |
| 1982 | AAAI | Building Expert Systems for Controlling Complex Programs. | Sholom M. Weiss, Casimir A. Kulikowski, Chidanand Apt, Michael Uschold, Jay Patchett, Robert Brigham, Belynda Spitzer |
| 1981 | IJCAI | A Precedence Scheme for Selection and Explanation of Therapies. | John K. Kastmer, Sholom M. Weiss |
| 1981 | IJCAI | Developing Microprocessor Based Expert Models for Instrument Interpretation. | Sholom M. Weiss, Casimir A. Kulikowski, Robert S. Galen |
| 1979 | IJCAI | EXPERT: A System for Developing Consultation Models. | Sholom M. Weiss, Casimir A. Kulikowski |
| 1979 | IJCAI | Learning Production Rules for Consultation Systems. | Sholom M. Weiss, Casimir A. Kulikowski, Bernard Nudel |
| 1977 | IJCAI | A Model-Based Consultation System for the Long-Term Management of Glaucoma. | Sholom M. Weiss, Casimir A. Kulikowski, Aran Safir |
| 1976 | ECAI | Clinical Consultation of Disease Processes: Some A. I. Problems. | Casimir A. Kulikowski, Sholom M. Weiss, M. Trigoboff, Aran Safir |