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)

Cite this

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, Jose ; Kwint, Margriet ; Solberg, Timothy ; Monshouwer, Rene ; Bussink, Johan ; Dekker, Andre ; Lambin, Philippe. / Machine learning algorithms for outcome prediction in (chemo)radiotherapy : An empirical comparison of classifiers. In: Medical Physics. 2018 ; Vol. 45, No. 7. pp. 3449-3459.
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title = "Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers",
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)",
author = "Deist, {Timo M.} and Dankers, {Frank J. W. M.} and Gilmer Valdes and Robin Wijsman and I-Chow Hsu and Cary Oberije and Tim Lustberg and {van Soest}, Johan and Frank Hoebers and Arthur Jochems and {El Naqa}, Issam and Leonard Wee and Olivier Morin and Raleigh, {David R.} and Wouter Bots and Kaanders, {Johannes H.} and Jose Belderbos and Margriet Kwint and Timothy Solberg and Rene Monshouwer and Johan Bussink and Andre Dekker and Philippe Lambin",
year = "2018",
month = "7",
day = "1",
doi = "10.1002/mp.12967",
language = "English",
volume = "45",
pages = "3449--3459",
journal = "Medical Physics",
issn = "0094-2405",
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Deist, TM, Dankers, FJWM, 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, DR, Bots, W, Kaanders, JH, Belderbos, J, Kwint, M, Solberg, T, Monshouwer, R, Bussink, J, Dekker, A & Lambin, P 2018, 'Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers', Medical Physics, vol. 45, no. 7, pp. 3449-3459. https://doi.org/10.1002/mp.12967

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, Jose; Kwint, Margriet; Solberg, Timothy; Monshouwer, Rene; Bussink, Johan; Dekker, Andre; Lambin, Philippe.

In: Medical Physics, Vol. 45, No. 7, 01.07.2018, p. 3449-3459.

Research output: Contribution to journalArticleAcademicpeer-review

TY - JOUR

T1 - Machine learning algorithms for outcome prediction in (chemo)radiotherapy

T2 - An empirical comparison of classifiers

AU - Deist, Timo M.

AU - Dankers, Frank J. W. M.

AU - Valdes, Gilmer

AU - Wijsman, Robin

AU - Hsu, I-Chow

AU - Oberije, Cary

AU - Lustberg, Tim

AU - van Soest, Johan

AU - Hoebers, Frank

AU - Jochems, Arthur

AU - El Naqa, Issam

AU - Wee, Leonard

AU - Morin, Olivier

AU - Raleigh, David R.

AU - Bots, Wouter

AU - Kaanders, Johannes H.

AU - Belderbos, Jose

AU - Kwint, Margriet

AU - Solberg, Timothy

AU - Monshouwer, Rene

AU - Bussink, Johan

AU - Dekker, Andre

AU - Lambin, Philippe

PY - 2018/7/1

Y1 - 2018/7/1

KW - classification

KW - machine learning

KW - outcome prediction

KW - predictive modeling

KW - radiotherapy

KW - CELL LUNG-CANCER

KW - MODULATED RADIATION-THERAPY

KW - ACUTE ESOPHAGEAL TOXICITY

KW - SURVIVAL PREDICTION

KW - RADIOTHERAPY

KW - MODEL

KW - VALIDATION

KW - BIOMARKERS

KW - Chemoradiotherapy/adverse effects

KW - Prognosis

KW - Area Under Curve

KW - Humans

KW - Logistic Models

KW - Machine Learning

KW - Neoplasms/diagnosis

KW - Software

KW - Decision Trees

KW - Neural Networks (Computer)

U2 - 10.1002/mp.12967

DO - 10.1002/mp.12967

M3 - Article

VL - 45

SP - 3449

EP - 3459

JO - Medical Physics

JF - Medical Physics

SN - 0094-2405

IS - 7

ER -