In this paper, a Bayesian framework is proposed to construct and compare alternative house price indices. The six alternative models under comparison are the two-error AR(1) model, the Case-Shiller model, the one-error AR(1) model, the BMN model, the Webb model, and the Goetzmann- Spiegel model....