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Taxonomy: IM/TH- Mathematical/Statistical Foundational Skills: Machine Learning

MO-IePD-TRACK 6-1Application of Random Forest Algorithm for Dose Reconstruction Based On Classification of Clean-Up Workers of the ChNPP Accident
K Chizhov1*, V Kryuchkov2, V Chumak3, C Lee1, V Drozdovitch1, E Cahoon1, V Vij1, R Zhang1, I Golovanov2, E Bakhanova3, N Gudzenko3,Bazyka D3, M Little1, (1) National Cancer Institute, Rockville, MD, (2) State Research Center Burnasyan Federal Medical Biophysical Center of Federal Medical Biological Agency, Moscow, Russia, (3) National Research Centre for Radiation Medicine, Kyiv, Ukraine
PO-GePV-M-31Can Clinical Data Uncover Physician’s Decision Making Criteria On Patient’s Prescription in Radiotherapy?
Q Li1*, J Wright1, T McNutt1, (1) SOM Rad Onc Physics of Johns Hopkins University Hospital, Baltimore, MD
PO-GePV-M-95Intentional Deep Overfit Learning (IDOL): An Application to CBCT-Based Auto-Contouring
J Chun1*, X Liang2, M Lin2, D Nguyen2, Y Zhang2, J Wang2, S Jiang2, J Kim1**, J Park2, (1) Department of Radiation Oncology, Yonsei University College of Medicine, Seoul, KR, (2) Medical Artificial Intelligence and Automation (MAIA) Laboratory, Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, TX
SU-A-TRACK 6-4Predicting Daily Record of Machine Performance Check Using Multi-Long Short-Term Memory Neural Networks
M Ma*, J Dai, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, China, BeijingCN,