Technological Modelling for Graphical Models: An Approach Based on Genetic Algorithms

Automatic model search procedures aim at identifying the model that maximises a given-tness function, thereby treating model selection as an optimisation problem. However, it isunrealistic to believe that the -ttest model represents the best solution to the search problem.In fact, even if it is possible to score all of the candidate models, it hardly happensthat there exists an unequivocal answer to the question of which model best explains data. Anautomatic model search procedure for the identi-cation of an optimal set of good models isproposed. In a technological approach to model selection the identi-ed models can co-exist,whereas in a scienti-c modelling approach such models represent a starting point for furthercontext-dependent analysis. An example of the application of the proposed procedure to real datais given.