Quality performance metrics in multivariate classification methods for qualitative analysis

We define the concept of 'classification scenario' as a combination of the analytical and classification methods applied to each particular case. To conclude we make an exhaustive summary of the quality performance metrics. These metrics allow us to rank the different classification scenarios that appear in the usual analytical problems where different methods are compared.