Abstract:
In this thesis we developed a statistical analysis of a set of data concerning the process of Lead Optimization in discovering new pharmaceutical drugs.
In particular, we considered the following themes: 1) analysis of data on the
configuration of the molecules; 2) classification of molecule populations for
the identification specific behaviors; 3) clustering
algorithms to find homogeneous groups of molecules using measures of
similarity.