General flow of the procedures employed to achieve the classification results. Labels (A)–(E) refer to the items described in Sect. 3.1.2. Exceptions (as in the case of the long-period variables, which were not filtered by a validation classifier) are described in the text. The box colours group the procedures by topic: training source/class selection (yellow), classification attributes (green), and classifiers and result selection (red).