Ideally, a fairly high
Workshop on Learning from Imbalanced Datasets II, ICML, Washington DC, 2003.
rate of correct cancerous predictions is required, while
allowing for a small to moderate error rate in the majority
class. It is more costly to predict a cancerous
case as non-cancerous, than otherwise.