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2018

Enhancing supervised classifications with metamorphic relations

Xu, Liming, Towey, Dave, French, Andrew P., Benford, Steve, Zhou, Zhi Quan, and Chen, Tsong Yueh

Abstract

We report on a novel use of metamorphic relations (MRs) in machine learning: instead of conducting metamorphic testing, we use MRs for the augmentation of the machine learning algorithms themselves. In particular, we report on how MRs can enable enhancements to an image classification problem of images containing hidden visual markers ("Artcodes").

Keywords

Metamorphic rockComputer scienceArtificial intelligenceMachine learningPattern recognition (psychology)Geology