Invited Papers (with discussions) -- A Bayesian Model for Organ Blood Flow Measurement with Colored Microspheres -- Elicitation, Monitoring, and Analysis for an AIDS Clinical Trial -- Accurate Restoration of DNA Sequences -- Analysis and Reconstruction of Medical Images Using Prior Information -- Contributed Papers -- Combining Information from Multiple Sources in the Analysis of a Non-Equivalent Control Group Design -- Road Closure: Combining Data and Expert Opinion -- Optimal Design for Heart Defibrillators -- Longitudinal Care Patterns for Disabled Elders: A Bayesian Analysis of Missing Data -- Bayesian Inference for the Mean of a Stratified Population When There are Order Restrictions -- Hierarchical Modelling of Consumer Heterogeneity: An Application to Target Marketing -- Author Index.