An Exploration of How Training Set Composition Bias in Machine Learning Affects Identifying Rare Objects

Sean E. Lake, Chao-Wei Tsai

When training a machine learning classifier on data where one of the classes is intrinsically rare, the classifier will often assign too few sources to the rare class. To address t…