Rare binary outcome model


#1

Are there any typical Bayesian models or distributions that can predict rare positive cases well (say below 1%), where we have many covariates. Anything that does better than normal logistic regression?


#2

One thing that improves on logistic regression near boundaries is using alternative link functions that decay more slowly in the tails.