Simulation-assisted machine learning

por Deist, Timo M, Patti, Andrew, Wang, Zhaoqi, Krane, David, Sorenson, Taylor, Craft, David
Publicado 2019

Infrastructure and distributed learning methodology for privacy-preserving multi-centric rapid learning health care: euroCAT

por Deist, Timo M., Jochems, A., van Soest, Johan, Nalbantov, Georgi, Oberije, Cary, Walsh, Seán, Eble, Michael, Bulens, Paul, Coucke, Philippe, Dries, Wim, Dekker, Andre, Lambin, Philippe
Publicado 2017

Distributed radiomics as a signature validation study using the Personal Health Train infrastructure

por Shi, Zhenwei, Zhovannik, Ivan, Traverso, Alberto, Dankers, Frank J. W. M., Deist, Timo M., Kalendralis, Petros, Monshouwer, René, Bussink, Johan, Fijten, Rianne, Aerts, Hugo J. W. L., Dekker, Andre, Wee, Leonard
Publicado 2019

Developing and Validating a Survival Prediction Model for NSCLC Patients Through Distributed Learning Across 3 Countries

por Jochems, Arthur, Deist, Timo M., El Naqa, Issam, Kessler, Marc, Mayo, Chuck, Reeves, Jackson, Jolly, Shruti, Matuszak, Martha, Ten Haken, Randall, van Soest, Johan, Oberije, Cary, Faivre-Finn, Corinne, Price, Gareth, de Ruysscher, Dirk, Lambin, Philippe, Dekker, Andre
Publicado 2017

Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers

por Deist, Timo M., Dankers, Frank J. W. M., Valdes, Gilmer, Wijsman, Robin, Hsu, I‐Chow, Oberije, Cary, Lustberg, Tim, van Soest, Johan, Hoebers, Frank, Jochems, Arthur, El Naqa, Issam, Wee, Leonard, Morin, Olivier, Raleigh, David R., Bots, Wouter, Kaanders, Johannes H., Belderbos, José, Kwint, Margriet, Solberg, Timothy, Monshouwer, René, Bussink, Johan, Dekker, Andre, Lambin, Philippe
Publicado 2018

Privacy-preserving distributed learning of radiomics to predict overall survival and HPV status in head and neck cancer

por Bogowicz, Marta, Jochems, Arthur, Deist, Timo M., Tanadini-Lang, Stephanie, Huang, Shao Hui, Chan, Biu, Waldron, John N., Bratman, Scott, O’Sullivan, Brian, Riesterer, Oliver, Studer, Gabriela, Unkelbach, Jan, Barakat, Samir, Brakenhoff, Ruud H., Nauta, Irene, Gazzani, Silvia E., Calareso, Giuseppina, Scheckenbach, Kathrin, Hoebers, Frank, Wesseling, Frederik W. R., Keek, Simon, Sanduleanu, Sebastian, Leijenaar, Ralph T. H., Vergeer, Marije R., Leemans, C. René, Terhaard, Chris H. J., van den Brekel, Michiel W. M., Hamming-Vrieze, Olga, van der Heijden, Martijn A., Elhalawani, Hesham M., Fuller, Clifton D., Guckenberger, Matthias, Lambin, Philippe
Publicado 2020