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Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers.
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.
Affiliation
  • Deist TM; The D-lab: Decision Support for Precision Medicine, GROW - School for Oncology and Developmental Biology, Maastricht University Medical Centre+, Universiteitssingel 40, 6229 ER, Maastricht, The Netherlands.
  • Dankers FJWM; Department of Radiation Oncology, GROW, School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Valdes G; Department of Radiation Oncology, GROW, School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Wijsman R; Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, The Netherlands.
  • Hsu IC; Department of Radiation Oncology, University of California San Francisco, San Francisco, CA, USA.
  • Oberije C; Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, The Netherlands.
  • Lustberg T; Department of Radiation Oncology, University of California San Francisco, San Francisco, CA, USA.
  • van Soest J; Department of Radiation Oncology, GROW, School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Hoebers F; Department of Radiation Oncology (MAASTRO), GROW, School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Jochems A; Department of Radiation Oncology (MAASTRO), GROW, School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands.
  • El Naqa I; Department of Radiation Oncology (MAASTRO), GROW, School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Wee L; The D-lab: Decision Support for Precision Medicine, GROW - School for Oncology and Developmental Biology, Maastricht University Medical Centre+, Universiteitssingel 40, 6229 ER, Maastricht, The Netherlands.
  • Morin O; Department of Radiation Oncology, GROW, School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Raleigh DR; Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan, USA.
  • Bots W; Department of Radiation Oncology (MAASTRO), GROW, School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Kaanders JH; Department of Radiation Oncology, University of California San Francisco, San Francisco, CA, USA.
  • Belderbos J; Department of Radiation Oncology, University of California San Francisco, San Francisco, CA, USA.
  • Kwint M; Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, The Netherlands.
  • Solberg T; Institute for Hyperbaric Oxygen (IvHG), Arnhem, The Netherlands.
  • Monshouwer R; Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, The Netherlands.
  • Bussink J; Department of Radiation Oncology, The Netherlands Cancer Institute-Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands.
  • Dekker A; Department of Radiation Oncology, The Netherlands Cancer Institute-Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands.
  • Lambin P; Department of Radiation Oncology, University of California San Francisco, San Francisco, CA, USA.
Med Phys ; 45(7): 3449-3459, 2018 Jul.
Article in En | MEDLINE | ID: mdl-29763967
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Chemoradiotherapy / Machine Learning / Neoplasms Type of study: Prognostic_studies / Risk_factors_studies Limits: Humans Language: En Journal: Med Phys Year: 2018 Document type: Article Affiliation country: Netherlands
Fulltext
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Chemoradiotherapy / Machine Learning / Neoplasms Type of study: Prognostic_studies / Risk_factors_studies Limits: Humans Language: En Journal: Med Phys Year: 2018 Document type: Article Affiliation country: Netherlands