| 2023 | PRICAI | Shareable and Inheritable Incremental Compilation in iOOBN. | Md. Samiullah, Ann E. Nicholson, David W. Albrecht |
| 2022 | ICTAI | Automated construction of an Object-Oriented Bayesian Network (OOBN) Class Hierarchy. | Md. Samiullah, Ann E. Nicholson, David W. Albrecht |
| 2017 | ICTAI | iOOBN: A Bayesian Network Modelling Tool Using Object Oriented Bayesian Networks with Inheritance. | Md. Samiullah, Thao Xuan Hoang, David W. Albrecht, Ann E. Nicholson, Kevin B. Korb |
| 2014 | ICDM | Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification. | Franois Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh |
| 2014 | PRICAI | Intrinsic Learning of Dynamic Bayesian Networks. | Alex Black, Kevin B. Korb, Ann E. Nicholson |
| 2014 | UAI | An Object-Oriented Dynamic Bayesian Decision Network Model for Grasslands Adaptive Management. | Owen Woodberry, Jess Millett-Riley, Steve Sinclair, Ann E. Nicholson |
| 2013 | ICDM | Scaling Log-Linear Analysis to High-Dimensional Data. | Franois Petitjean, Geoffrey I. Webb, Ann E. Nicholson |
| 2013 | UAI | An Object-oriented Spatial and Temporal Bayesian Network for Managing Willows in an American Heritage River Catchment. | Lauchlin A. T. Wilkinson, Yung En Chee, Ann E. Nicholson, Pedro Quintana-Ascencio |
| 2012 | UAI | A State-Transition DBN for Management of Willows in an American Heritage River Catchment. | Ann E. Nicholson, Yung En Chee, Pedro Quintana-Ascencio |
| 2009 | ICAART | DataZapper: Generating Incomplete Datasets. | Yingying Wen, Kevin B. Korb, Ann E. Nicholson |
| 2009 | ICAART | Generating Incomplete Data with DataZapper. | Yingying Wen, Kevin B. Korb, Ann E. Nicholson |
| 2008 | ALIFE | Species Selection of Aging for the Sake of Diversity. | Owen Woodberry, Kevin B. Korb, Ann E. Nicholson |
| 2008 | UAI | Observations from field trials with several elicitation techniques in an ecological domain. | Colette R. Thomas, Ann E. Nicholson, Barry T. Hart |
| 2004 | PRICAI | Varieties of Causal Intervention. | Kevin B. Korb, Lucas R. Hope, Ann E. Nicholson, Karl Axnick |
| 2001 | AISTATS | Information-Theoretic Advisors in Invisible Chess. | Ariel E. Bud, David W. Albrecht, Ann E. Nicholson, Ingrid Zukerman |
| 2001 | PAKDD | Seabreeze Prediction Using Bayesian Networks. | Russell J. Kennett, Kevin B. Korb, Ann E. Nicholson |
| 2001 | UAI | A Case Study in Knowledge Discovery and Elicitation in an Intelligent Tutoring Application. | Ann E. Nicholson, Tal Boneh, Tim A. Wilkin, Kaye Stacey, Liz Sonenberg, Vicki Steinle |
| 2000 | PRICAI | Efficient Inference in Dynamic Belief Networks with Variable Temporal Resolution. | Tim A. Wilkin, Ann E. Nicholson |
| 2000 | PRICAI | Trading Off Granularity against Complexity. | Ingrid Zukerman, David W. Albrecht, Ann E. Nicholson, Krystyna Doktor |
| 1999 | IJCAI | Pre-sending Documents on the WWW: A Comparative Study. | David W. Albrecht, Ingrid Zukerman, Ann E. Nicholson |
| 1999 | KES | A hybrid architecture for strategically complex imperfect information games. | Ariel E. Bud, Ann E. Nicholson, Ingrid Zukerman, David W. Albrecht |
| 1999 | UAI | Bayesian Poker. | Kevin B. Korb, Ann E. Nicholson, Nathalie Jitnah |
| 1998 | PAKDD | Knowledge Acquisition for Goal Prediction in a Multi-user Adventure Game. | David W. Albrecht, Ann E. Nicholson, Ingrid Zukerman |
| 1998 | PRICAI | Dynamic Non-uniform Abstractions for Approximate Planning in Large Structured Stochastic Domains. | Jiri Baum, Ann E. Nicholson |
| 1998 | PRICAI | Using Mutual Information to Determine Relevance in Bayesian Networks. | Ann E. Nicholson, Nathalie Jitnah |
| 1998 | PRICAI | A Decision-Theoretic Approach for Pre-sending Information on the WWW. | Ann E. Nicholson, Ingrid Zukerman, David W. Albrecht |
| 1997 | ECSQARU | treeNets: A Framework for Anytime Evaluation of Belief Networks. | Nathalie Jitnah, Ann E. Nicholson |
| 1997 | ICONIP | Scheduling Trains with Genetic Algorithms. | Ariel E. Bud, Ann E. Nicholson |
| 1997 | ICONIP | A Best-First Search Method for Anytime Evaluation of Belief Networks. | Nathalie Jitnah, Ann E. Nicholson |
| 1996 | PRICAI | Belief network algorithms: A study of performance based on domain characterization. | Nathalie Jitnah, Ann E. Nicholson |
| 1996 | PRICAI | Fall Diagnosis using Dynamic Belief Networks. | Ann E. Nicholson |
| 1993 | AAAI | Planning With Deadlines in Stochastic Domains. | Thomas L. Dean, Leslie Pack Kaelbling, Jak Kirman, Ann E. Nicholson |
| 1993 | UAI | Deliberation Scheduling for Time-Critical Sequential Decision Making. | Thomas L. Dean, Leslie Pack Kaelbling, Jak Kirman, Ann E. Nicholson |
| 1992 | ECAI | The Data Association Problem when Monitoring Robot Vehicles Using Dynamic Belief Networks. | Ann E. Nicholson, Michael Brady |
| 1992 | UAI | Sensor Validation Using Dynamic Belief Networks. | Ann E. Nicholson, J. Michael Brady |