Publications of Maurice Samulski
Papers in international journals
- M. Velikova, P. Lucas, M. Samulski and N. Karssemeijer, "On the interplay of machine learning and background knowledge in image interpretation by Bayesian Networks", Artificial Intelligence in Medicine, 2013;57:73AC/a,!aEURoe86.
- R. Hupse, M. Samulski, M. Lobbes, R. Mann, R. Mus, G. den Heeten, D. Beijerinck, R. Pijnappel, C. Boetes and N. Karssemeijer, "Computer-aided Detection of Masses at Mammography: Interactive Decision Support versus Prompts", Radiology, 2013;266:123-129.
- R. Hupse, M. Samulski, M. Lobbes, A. den Heeten, M. Imhof-Tas, D. Beijerinck, R. Pijnappel, C. Boetes and N. Karssemeijer, "Standalone computer-aided detection compared to radiologists' performance for the detection of mammographic masses", European Radiology, 2013;23:93-100.
- M. Velikova, P. Lucas, M. Samulski and N. Karssemeijer, "A probabilistic framework for image information fusion with an application to mammographic analysis", Medical Image Analysis, 2012;16:865-875.
- G. van Schie, C. Tanner, P. Snoeren, M. Samulski, K. Leifland, M. Wallis and N. Karssemeijer, "Correlating locations in ipsilateral breast tomosynthesis views using an analytical hemispherical compression model", Physics in Medicine and Biology, 2011;56(15):4715-4730.
- M. Samulski and N. Karssemeijer, "Optimizing Case-based Detection Performance in a Multiview CAD System for Mammography", IEEE Transactions on Medical Imaging, 2011;30(4):1001-1009.
- M. Samulski, R. Hupse, C. Boetes, R. Mus, G. den Heeten and N. Karssemeijer, "Using Computer Aided Detection in Mammography as a Decision Support", European Radiology, 2010;20(10):2323-2330.
- M. Velikova, M. Samulski, P. Lucas and N. Karssemeijer, "Improved mammographic CAD performance using multi-view information: a Bayesian network framework", Physics in Medicine and Biology, 2009;54(5):1131-1147.
Papers in conference proceedings
- S. Robben, M. Velikova, P. Lucas and M. Samulski, "Discretisation Does Affect the Performance of Bayesian Networks", Research and Development in Intelligent Systems XXVII, 2011:237-250.
- M. Radstake, M. Velikova, P. Lucas and M. Samulski, "Critiquing Knowledge Representation in Medical Image Interpretation using Structure Learning", Knowledge Representation for Health-Care (KR4HC), 2011;6512:56-70.
- M. Samulski, P. Snoeren, B. Platel, B. van Ginneken, L. Hogeweg, C. Schaefer-Prokop and N. Karssemeijer, "Computer-Aided Detection as a Decision Assistant in Chest Radiography", Medical Imaging, 2011;7966(1):796614-1-796614-6.
- J. Lesniak, R. Hupse, M. Kallenberg, M. Samulski, R. Blanc, N. Karssemeijer and G. Székely, "Computer Aided Detection of Breast Masses in Mammography using Support Vector Machine Classification", Medical Imaging, 2011;7963(1):79631K.
- M. Samulski, A. Hupse, C. Boetes, G. den Heeten and N. Karssemeijer, "Analysis of probed regions in an interactive CAD system for the detection of masses in mammograms", Medical Imaging, 2009;7263(1):726314.
- M. Velikova, M. Samulski, P. Lucas and N. Karssemeijer, "Causal Probabilistic Modelling for Two-View Mammographic Analysis", AIME '09: Proceedings of the 12th Conference on Artificial Intelligence in Medicine, 2009:395-404.
- N. Karssemeijer, A. Hupse, M. Samulski, M. Kallenberg, C. Boetes and G. Heeten, "An Interactive Computer Aided Decision Support System for Detection of Masses in Mammograms", IWDM '08: Proceedings of the 9th international workshop on Digital Mammography, 2008:273-278.
- N. Karssemeijer, M. Samulski, G. den Heeten and C. Boetes, "Analysis of Observer Performance Based on Probing Patterns in an Interactive CAD System for Mammographic Mass Detection", 94th Radiological Society of North America Scientific Assembly and Annual Meeting, 2008.
- N. Karssemeijer, M. Samulski, M. Kallenberg, A. Hupse, C. Boetes and G. den Heeten, "Effectiveness of an Interactive CAD System for Mammographic Mass Detection", 94th Radiological Society of North America Scientific Assembly and Annual Meeting, 2008.
- M. Velikova, H. Daniels and M. Samulski, "Partially Monotone Networks Applied to Breast Cancer Detection on Mammograms", ICANN '08: Proceedings of the 18th international conference on Artificial Neural Networks, Part I, 2008:917-926.
- M. Samulski, N. Karssemeijer, C. Boetes and G. den Heeten, "An Interactive Computer-aided Detection Workstation for Reading Mammograms", 94th Radiological Society of North America Scientific Assembly and Annual Meeting, 2008.
- M. Velikova, P. Lucas, N. Ferreira, M. Samulski and N. Karssemeijer, "A decision support system for breast cancer detection in screening programs", Proceeding of the 2008 conference on ECAI 2008, 2008:658-662.
- M. Velikova, M. Samulski, N. Karssemeijer and P. Lucas, "Toward Expert Knowledge Representation for Automatic Breast Cancer Detection", AIMSA '08: Proceedings of the 13th international conference on Artificial Intelligence, 2008:333-344.
- M. Samulski and N. Karssemeijer, "Linking mass regions in mediolateral oblique and cranio caudal views", Proceedings of the 14th ASCI conference, 2008:214-221.
- M. Samulski and N. Karssemeijer, "Matching mammographic regions in mediolateral oblique and cranio caudal views: a probabilistic approach", Medical Imaging, 2008;6915(1):69151M.
- M. Samulski, N. Karssemeijer, P. Lucas and P. Groot, "Classification of mammographic masses using support vector machines and Bayesian networks", Medical Imaging, 2007;6514(1):65141J.
Abstracts
- N. Karssemeijer, R. Hupse, M. Samulski, D. Beijerinck, G. Heeten and C. Boetes, "Concurrent Interactive Use of CAD for Detection of Masses in Mammograms", Annual Meeting of the Radiological Society of North America, 2011.
PhD theses
- M. Samulski, "Computer Aided Detection as a Decision Aid in Medical Screening", PhD thesis, 2011.
Master theses
- M. Samulski, "Classification of Breast Lesions in Digital Mammograms", Master thesis, 2006.