Individual adaptation: an adaptive MCMC scheme for variable selection problems

Jim Griffin, Krzysztof Latuszynski, Mark Steel

The increasing size of data sets has lead to variable selection in regression becoming increasingly important. Bayesian approaches are attractive since they allow uncertainty about…