Test data reuse for evaluation of adaptive machine learning algorithms: over-fitting to a fixed 'test' dataset and a potential solution

Alexej Gossmann, Aria Pezeshk, Berkman Sahiner. Test data reuse for evaluation of adaptive machine learning algorithms: over-fitting to a fixed 'test' dataset and a potential solution. In Robert M. Nishikawa, Frank W. Samuelson, editors, Medical Imaging 2018: Image Perception, Observer Performance, and Technology Assessment, Houston, Texas, United States, 10-15 February 2018. Volume 10577 of SPIE Proceedings, SPIE, 2018. [doi]

Abstract

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