Logistic regression analysis of high-dimensional data, such as natural language text, poses computational and statistical challenges. Maximum likelihood estimation often fails in these applications.

We propose a new data-augmentation strategy for fully Bayesian inference in models with binomial likelihoods. The approach appeals to a new class of Pólya–Gamma distributions, which are constructed in ...

Please provide your email address to receive an email when new articles are posted on . “Epilepsy is one of the leading causes of lost life-years worldwide,” Ashwani Jha, PhD, of the National ...