Article
A Radiogenomics Ensemble to Predict EGFR and KRAS Mutations in NSCLC.
Tomography (Ann Arbor, Mich.) - 29 Apr 2021
Moreno Silvia, Bonfante Mario, Zurek Eduardo, Cherezov Dmitry, Goldgof Dmitry, Hall Lawrence, Schabath Matthew
Abstract excerpt
Lung cancer causes more deaths globally than any other type of cancer. To determine the best treatment, detecting EGFR and KRAS mutations is of interest. However, non-invasive ways to obtain this information are not available. Furthermore, many times there is a lack of big enough relevant public datasets, so the performance of single classifiers is not outstanding. In this paper, an ensemble approach is applied...
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