1. Guest editorial

   • Thomas S. Richardson

   OriginalPaper Pages: 3 - 4

2. Finding overlapping components with MML

   • Rohan A. Baxter
   • Jonathan J. Oliver

   OriginalPaper Pages: 5 - 16

3. Hierarchical priors for Bayesian CART shrinkage

   • Hugh Chipman
   • Robert E. McCulloch

   OriginalPaper Pages: 17 - 24

4. Bayesian parameter estimation via variational methods

   • Tommi S. Jaakkola
   • Michael I. Jordan

   OriginalPaper Pages: 25 - 37

5. On predictive distributions and Bayesian networks

   • P. Kontkanen
   • P. Myllymäki
   • P. Grünwald

   OriginalPaper Pages: 39 - 54

6. A comparison of scientific and engineering criteria for Bayesian model selection

   • David Maxwell Chickering
   • David Heckerman

   OriginalPaper Pages: 55 - 62

7. Model selection for probabilistic clustering using cross-validated likelihood

   • Padhraic Smyth

   OriginalPaper Pages: 63 - 72

8. MML clustering of multi-state, Poisson, von Mises circular and Gaussian distributions

   • Chris S. Wallace
   • David L. Dowe

   OriginalPaper Pages: 73 - 83