From: The artificial intelligence and machine learning in lung cancer immunotherapy
Material | Task | Secondary task | Algorithm |
---|---|---|---|
CT, PET/CT | Prognosis | Efficacy of immunotherapy | DT, BT, RF, SVM, GLM, ANN, CNN |
Genomics | Treatment response | Survive | RF, MLP, unsupervised clustering |
Proteomics | Survive | Â | Iterative unsupervised machine learning |
Microbiology | Survive | Treatment response | RF, MLP |
Blood | Survive | Efficacy of immunotherapy | RF, MLP, SVM, elastic network, partial least squares discriminant analysis, Gaussian process classifier |
Blood | irAE | Â | ANN |
Database | irAE | Â | XGBoosted |