| 2023 | AIME | Causal Discovery with Missing Data in a Multicentric Clinical Study. | Alessio Zanga, Alice Bernasconi, Peter J. F. Lucas, Hanny Pijnenborg, Casper Reijnen, Marco Scutari, Fabio Stella |
| 2019 | AIME | A Data-Driven Exploration of Hypotheses on Disease Dynamics. | Marcos L. P. Bueno, Arjen Hommersom, Peter J. F. Lucas, Joost G. E. Janzing |
| 2018 | IPMU | Representing Hypoexponential Distributions in Continuous Time Bayesian Networks. | Manxia Liu, Fabio Stella, Arjen Hommersom, Peter J. F. Lucas |
| 2017 | DX | An improved diagnostic method for probabilistic consistency-based diagnosis. | Marcos Luiz de Paula Bueno, Arjen Hommersom, Peter J. F. Lucas |
| 2016 | IJCAI | Approximate Probabilistic Inference with Bounded Error for Hybrid Probabilistic Logic Programming. | Steffen Michels, Arjen Hommersom, Peter J. F. Lucas |
| 2015 | AIME | Mining Hierarchical Pathology Data Using Inductive Logic Programming. | Tim Op De Beck, Arjen Hommersom, Jan Van Haaren, Maarten van der Heijden, Jesse Davis, Peter J. F. Lucas, Lucy Overbeek, Iris Nagtegaal |
| 2015 | ECSQARU | Hybrid Time Bayesian Networks. | Manxia Liu, Arjen Hommersom, Maarten van der Heijden, Peter J. F. Lucas |
| 2014 | ECAI | Imprecise Probabilistic Horn Clause Logic. | Steffen Michels, Arjen Hommersom, Peter J. F. Lucas, Marina Velikova |
| 2013 | AIME | Discovering Probabilistic Structures of Healthcare Processes. | Arjen Hommersom, Sicco Verwer, Peter J. F. Lucas |
| 2013 | AIME | Understanding the Co-occurrence of Diseases Using Structure Learning. | Martijn Lappenschaar, Arjen Hommersom, Joep Lagro, Peter J. F. Lucas |
| 2013 | HealthCom | MoSHCA - my mobile and smart health care assistant. | Arjen Hommersom, Peter J. F. Lucas, Marina Velikova, Giso H. Dal, Joaquim Bastos, Jonathan Rodriguez, Marleen Germs, Henk Schwietert |
| 2013 | IJCAI | Inference for a New Probabilistic Constraint Logic. | Steffen Michels, Arjen Hommersom, Peter J. F. Lucas, Marina Velikova, Pieter W. M. Koopman |
| 2013 | SMC | A Decision Support Model for Uncertainty Reasoning in Safety and Security Tasks. | Steffen Michels, Marina Velikova, Arjen Hommersom, Peter J. F. Lucas |
| 2012 | AMIA | Probabilistic Causal Models of Multimorbidity Concepts. | Martijn Lappenschaar, Arjen Hommersom, Peter J. F. Lucas |
| 2012 | CBMS | Probabilistic models for smart monitoring. | Maarten van der Heijden, Peter J. F. Lucas |
| 2012 | CBMS | Fully-automated interpretation of biochemical tests for decision support by smartphones. | Marina Velikova, Peter J. F. Lucas, Ruben L. Smeets, Josien Terwisscha van Scheltinga |
| 2011 | AIME | Managing COPD Exacerbations with Telemedicine. | Maarten van der Heijden, Bas Lijnse, Peter J. F. Lucas, Yvonne F. Heijdra, Tjard R. J. Schermer |
| 2011 | AIME | A Predictive Bayesian Network Model for Home Management of Preeclampsia. | Marina Velikova, Peter J. F. Lucas, Marc Spaanderman |
| 2011 | ECSQARU | Marginalization without Summation Exploiting Determinism in Factor Algebra. | Sander Evers, Peter J. F. Lucas |
| 2011 | IJCAI | Generalising the Interaction Rules in Probabilistic Logic. | Arjen Hommersom, Peter J. F. Lucas |
| 2010 | ECAI | Using Bayesian Networks in an Industrial Setting: Making Printing Systems Adaptive. | Arjen Hommersom, Peter J. F. Lucas |
| 2010 | ECAI | Critiquing Knowledge Representation in Medical Image Interpretation Using Structure Learning. | Niels Radstake, Peter J. F. Lucas, Marina Velikova, Maurice Samulski |
| 2010 | SGAI | Discretisation Does Affect the Performance of Bayesian Networks. | Saskia Robben, Marina Velikova, Peter J. F. Lucas, Maurice Samulski |
| 2009 | AIME | Modelling Screening Mammography Images: A Probabilistic Relational Approach. | Nivea de Carvalho Ferreira, Peter J. F. Lucas |
| 2009 | AIME | Extracting Qualitative Knowledge from Medical Guidelines for Clinical Decision-Support Systems. | Maarten van der Heijden, Peter J. F. Lucas |
| 2009 | AIME | Causal Probabilistic Modelling for Two-View Mammographic Analysis. | Marina Velikova, Maurice Samulski, Peter J. F. Lucas, Nico Karssemeijer |
| 2009 | CBMS | Probabilistic relational modelling of mammographic images. | Nivea de Carvalho Ferreira, Peter J. F. Lucas |
| 2009 | ECSQARU | The Probabilistic Interpretation of Model-Based Diagnosis. | Ildik Flesch, Peter J. F. Lucas |
| 2008 | AIMSA | Toward Expert Knowledge Representation for Automatic Breast Cancer Detection. | Marina Velikova, Maurice Samulski, Nico Karssemeijer, Peter J. F. Lucas |
| 2008 | ECAI | Combining Abduction with Conflict-based Diagnosis. | Ildik Flesch, Peter J. F. Lucas |
| 2008 | ECAI | A decision support system for breast cancer detection in screening programs. | Marina Velikova, Peter J. F. Lucas, Nivea de Carvalho Ferreira, Maurice Samulski, Nico Karssemeijer |
| 2007 | AIME | The Role of Model Checking in Critiquing Based on Clinical Guidelines. | Perry Groot, Arjen Hommersom, Peter J. F. Lucas, Radu Serban, Annette ten Teije, Frank van Harmelen |
| 2007 | AIME | Bayesian Network Decomposition for Modeling Breast Cancer Detection. | Marina Velikova, Nivea de Carvalho Ferreira, Peter J. F. Lucas |
| 2007 | AIME | Using Temporal Context-Specific Independence Information in the Exploratory Analysis of Disease Processes. | Stefan Visscher, Peter J. F. Lucas, Ildik Flesch, Karin Schurink |
| 2007 | ECSQARU | Independence Decomposition in Dynamic Bayesian Networks. | Ildik Flesch, Peter J. F. Lucas |
| 2007 | IJCAI | Conflict-Based Diagnosis: Adding Uncertainty to Model-based Diagnosis. | Ildik Flesch, Peter J. F. Lucas, Theo P. van der Weide |
| 2006 | ECAI | Verification of Medical Guidelines Using Task Execution with Background Knowledge. | Arjen Hommersom, Perry Groot, Peter J. F. Lucas, Michael Balser, Jonathan Schmitt |
| 2006 | SGAI | Graphical Reasoning with Bayesian Networks. | Ildik Flesch, Peter J. F. Lucas |
| 2006 | SGAI | Combining Task Execution and Background Knowledge for the Verification of Medical Guidelines. | Arjen Hommersom, Perry Groot, Peter J. F. Lucas, Michael Balser, Jonathan Schmitt |
| 2005 | AIME | A History-Based Algebra for Quality-Checking Medical Guidelines. | Arjen Hommersom, Peter J. F. Lucas, Patrick van Bommel, Theo P. van der Weide |
| 2005 | AIME | Using a Bayesian-Network Model for the Analysis of Clinical Time-Series Data. | Stefan Visscher, Peter J. F. Lucas, Karin Schurink, Marc Bonten |
| 2005 | ECSQARU | A Qualitative Characterisation of Causal Independence Models Using Boolean Polynomials. | Marcel van Gerven, Peter J. F. Lucas, Theo P. van der Weide |
| 2005 | SGAI | Exploring the Noisy Threshold Function in Designing Bayesian Networks. | Rasa Jurgelenaite, Peter J. F. Lucas, Tom Heskes |
| 2004 | ECAI | Parameter Estimation in Large Causal Models. | Rasa Jurgelenaite, Peter J. F. Lucas |
| 2004 | ECAI | A System for Pacemaker Treatment Advice. | Peter J. F. Lucas, Ruud Kuipers, Frederick Feith |
| 2004 | JELIA | Meta-level Verification of the Quality of Medical Guidelines Using Interactive Theorem Proving. | Arjen Hommersom, Peter J. F. Lucas, Michael Balser |
| 2004 | SGAI | Using Background Knowledge to Construct Bayesian Classifiers for Data-Poor Domains. | Marcel van Gerven, Peter J. F. Lucas |
| 2004 | SGAI | Exploiting Causal Independence in Large Bayesian Networks. | Rasa Jurgelenaite, Peter J. F. Lucas |
| 2003 | AIME | Finding and Explaining Optimal Treatments. | Concha Bielza, Juan A. Fernndez del Pozo, Peter J. F. Lucas |
| 2003 | ECSQARU | Decision Network Semantics of Branching Constraint Satisfaction Problems. | Kenneth N. Brown, Peter J. F. Lucas, David W. Fowler |
| 2003 | SGAI | Optimal Decision Explanation by Extracting Regularity Patterns. | Concha Bielza, Juan A. Fernndez del Pozo, Peter J. F. Lucas |
| 2003 | SGAI | Quality Checking of Medical Guidelines through Logical Abduction. | Peter J. F. Lucas |
| 2002 | ECAI | Bayesian Network Modelling by Qualitative Patterns. | Peter J. F. Lucas |
| 2001 | AIME | Using Temporal Probabilistic Knowledge for Medical Decision Making. | Nicolette de Bruijn, Peter J. F. Lucas, Karin Schurink, Marc Bonten, Andy Hoepelman |
| 2001 | AIME | Expert Knowledge and Its Role in Learning Bayesian Networks in Medicine: An Appraisal. | Peter J. F. Lucas |
| 2001 | AIME | Comparison of Rule-Based and Bayesian Network Approaches in Medical Diagnostic Systems. | Agnieszka Onisko, Peter J. F. Lucas, Marek J. Druzdzel |
| 1997 | AIME | A Theory of Medical Diagnosis as Hypothesis Refinement. | Peter J. F. Lucas |