Sep 17, 2019

Sample-Size Determination Methodologies for Machine Learning in Medical Imaging Research: A Systematic Review

Canadian Association of Radiologists journal = Journal l'Association canadienne des radiologistes
Indranil Balki, Afsaneh Amirabadi, Jacob Levman, Anne L Martel, Ziga Emersic, Blaz Meden, Angel Garcia-Pedrero, Saul C Ramirez, Dehan Kong, Alan R Moody, Pascal N Tyrrell
CONCLUSIONS: Our study highlights the scarcity of research in training set size determination methodologies applied to ML in medical imaging, emphasizes the need to standardize current reporting practices, and guides future work in development and streamlining of pre hoc and post hoc sample size approaches.