In order to solve a problem by means of cooperative coevolution, it is decomposed into several components that are separately treated by an evolutionary algorithm. Candidates from each component have to be selected and brought together with the purpose of assembling complete solutions. In present paper, the evolutionary paradigm is tailored for classification. A very large data set is used as benchmark and obtained results encourage further research.