Bayesian alignment of continuous molecular shapes using random fields

In drug design one attempts to correlate the three–dimensional structure of drug molecules with their biochemical activity. A frequent objective is to find molecules with a high binding affinity towards a certain target protein of therapeutic importance. If no structural information about the target protein is available, putative ligands are often superimposed with the structure of a reference ligand which is know