| 3 | -- | 4 | Thomas S. Richardson. Guest editorial |
| 5 | -- | 16 | Rohan A. Baxter, Jonathan J. Oliver. Finding overlapping components with MML |
| 17 | -- | 24 | Hugh A. Chipman, Robert E. McCulloch. Hierarchical priors for Bayesian CART shrinkage |
| 25 | -- | 37 | Tommi S. Jaakkola, Michael I. Jordan. Bayesian parameter estimation via variational methods |
| 39 | -- | 54 | Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri, Peter Grünwald. On predictive distributions and Bayesian networks |
| 55 | -- | 62 | David Maxwell Chickering, David Heckerman. A comparison of scientific and engineering criteria for Bayesian model selection |
| 63 | -- | 72 | Padhraic Smyth. Model selection for probabilistic clustering using cross-validated likelihood |
| 73 | -- | 83 | Chris S. Wallace, David L. Dowe. MML clustering of multi-state, Poisson, von Mises circular and Gaussian distributions |