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Deep versus Handcrafted Tensor Radiomics Features: Prediction of Survival in Head and Neck Cancer Using Machine Learning and Fusion Techniques.

Mohammadreza SalmapourSeyed Masoud RezaeijoMahdi HosseinzadehXinchi Hou
Published in: Diagnostics (Basel, Switzerland) (2023)
This study showed that tensor DF combined with proper machine learning approaches enhanced survival prediction performance compared to conventional DF, tensor and conventional RF, and end-to-end CNN frameworks.
Keyphrases
  • machine learning
  • free survival
  • lymph node metastasis
  • magnetic resonance imaging
  • squamous cell carcinoma
  • computed tomography
  • artificial intelligence
  • magnetic resonance
  • big data