The Bernoulli regression model is analyzed using a Bayesian approach and the prior for , i.e. (), is chosen to be normal with mean 0 and variance ^2.

Write down the posterior density (proportional to) for in terms of the (xi , yi)

A way to sample from a density directly is available if the logarithm of the density is concave. Show that the log of the posterior density is concave.