The goal of this thesis is to provide support to the analyst in selecting the appropriate classification algorithm for a specific problem, taking into consideration the nature of the problem. We make no distinction between an algorithm and the representational model of the algorithm, we consider the learning algorithm as the entity to be selected [...]