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

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

Research output: Contribution to journalArticleAcademicpeer-review

Original languageEnglish
Pages (from-to)3449-3459
Number of pages11
JournalMedical Physics
Volume45
Issue number7
DOIs
Publication statusPublished - 1 Jul 2018

Keywords

  • classification
  • machine learning
  • outcome prediction
  • predictive modeling
  • radiotherapy
  • CELL LUNG-CANCER
  • MODULATED RADIATION-THERAPY
  • ACUTE ESOPHAGEAL TOXICITY
  • SURVIVAL PREDICTION
  • RADIOTHERAPY
  • MODEL
  • VALIDATION
  • BIOMARKERS
  • Chemoradiotherapy/adverse effects
  • Prognosis
  • Area Under Curve
  • Humans
  • Logistic Models
  • Machine Learning
  • Neoplasms/diagnosis
  • Software
  • Decision Trees
  • Neural Networks (Computer)

Research Output

  • 1 Erratum / corrigendum

Machine learning algorithms for outcome prediction in (chemo) radiotherapy: An empirical comparison of classifiers (vol 45, pg 3449, 2018)

Deist, T. M., Dankers, F. J. W. M., Valdes, G., Wijsman, R., Hsu, I-C., Oberije, C., Lustberg, T., van Soest, J., Hoebers, F., Jochems, A., El Naqa, I., Wee, L., Morin, O., Raleigh, D. R., Bots, W., Kaanders, J. H., Belderbos, J., Kwint, M., Solberg, T., Monshouwer, R. & 3 others, Bussink, J., Dekker, A. & Lambin, P., Feb 2019, In : Medical Physics. 46, 2, p. 1080-1087 8 p.

Research output: Contribution to journalErratum / corrigendumAcademic

Cite this

Deist, T. M., Dankers, F. J. W. M., Valdes, G., Wijsman, R., Hsu, I-C., Oberije, C., Lustberg, T., van Soest, J., Hoebers, F., Jochems, A., El Naqa, I., Wee, L., Morin, O., Raleigh, D. R., Bots, W., Kaanders, J. H., Belderbos, J., Kwint, M., Solberg, T., ... Lambin, P. (2018). Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers. Medical Physics, 45(7), 3449-3459. https://doi.org/10.1002/mp.12967