Multivariate statistical inference in a radial basis function neural network.

•The contribution is the multivariate statistical analysis in the RBF.•The multivariate statistical assumptions are fulfilled in the RBF.•It shows the statistical significance between independent and dependent variables.•The multivariate statistical analysis based on correlated variables.•The results evidence that the multivariate statistical analysis is a good method.