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Taxonomy: TH- Dataset Analysis/Biomathematics: Machine learning techniques
| MO-IePD-TRACK 4-7 | Can Unified Data Improve the Performance of Radiomics-Based Prognostic Prediction in Lung Cancer Patients? Y Sugai*, N Kadoya, S Tanaka, S Tanabe, M Umeda, T Yamamoto, K Takeda, S Dobashi, H Ohashi, K Takeda, K Jingu, Tohoku University, Sendai, 04JP, |
| MO-IePD-TRACK 6-5 | Survival Prediction of Locally Advanced Non-Small Cell Lung Cancer Via Machine Learning Techniques Based On Multi-Region Radiomics Features and Clinical Risk Factors R Nishioka1, D Kawahara2, N Imano2, Y Nagata1,3(1)Medical and Dental Sciences Course, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hirohima, JP(2)Department of Radiation Oncology, Graduate School of Biomedical Health Sciences, Hiroshima University Hirohima, JP(3)Hiroshima High-Precision Radiotherapy Cancer Center Hirohima, JP |
| SU-IePD-TRACK 2-4 | Classification of Head and Neck Contours Using Extremely Randomized Trees V Leandro Alves1*, M H Soomro1, J Siebers1, (1) University of Virginia Health System, Charlottesville, VA |
| WE-IePD-TRACK 4-5 | Prediction of Cardiotoxicity for Breast Cancer Patients Using Light Gradient Boosting Machine Z Jiang1*, P Diao2, Y Liang3, K Dai4, H Li5, H Wang6, Y Chen7, M Lu8, Y Kuang9, (1) University of Nevada, Las Vegas, Las Vegas, NV, (2) Sichuan Cancer Hospital, Chengdu, Sichuan, CN, (3) Sichuan Cancer Hospital, Chengdu, Sichuan, CN, (4) Sichuan Cancer Hospital, Chengdu, Sichuan, CN, (5) Sichuan Cancer Hospital, Chengdu, Sichuan, CN, (6) Sichuan Cancer Hospital, Chengdu, Sichuan, CN, (7) Sichuan Cancer Hospital, Chengdu, Sichuan, CN, (8) Sichuan Cancer Hospital, Chengdu, Sichuan, CN, (9) University of Nevada, Las Vegas, Las Vegas, NV |
| WE-IePD-TRACK 5-1 | Modelling Toxicity Risk and Uncertainty in Breast Radiotherapy with Bayesian Networks P Ciunkiewicz1*, M Roumeliotis2, K Stenhouse2, P McGeachy2, P Grendarova3, S Quirk2, S Yanushkevich1, (1) University of Calgary, Calgary, Alberta, CA, (2) Tom Baker Cancer Centre, Calgary, Alberta, CA, (3) Alberta Health Services, Calgary, Alberta, CA |