Machine learning and modeling: Data, validation, communication challenges

Issam El Naqa*, Dan Ruan, Gilmer Valdes, Andre Dekker, Todd McNutt, Yaorong Ge, Q. Jackie Wu, Jung Hun Oh, Maria Thor, Wade Smith, Arvind Rao, Clifton Fuller, Ying Xiao, Frank Manion, Matthew Schipper, Charles Mayo, Jean M. Moran, Randall Ten Haken

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Original languageEnglish
Pages (from-to)E834-E840
Number of pages7
JournalMedical Physics
Volume45
Issue number10
DOIs
Publication statusPublished - Oct 2018

Keywords

  • big data
  • machine learning
  • radiation oncology
  • ARTIFICIAL NEURAL-NETWORKS
  • RADIATION-THERAPY OUTCOMES
  • CELL LUNG-CANCER
  • IMRT PLANS
  • ROC CURVE
  • PREDICTION
  • RADIOTHERAPY
  • PNEUMONITIS
  • AREA
  • ALGORITHMS

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