Exploratory data analysis techniques to determine the dimensionality of complex nonlinear phenomena: The L-to-H transition at JET as a case study

A strategy to identify and select the most relevant variables to study problems in the exact sciences, when large databases of data have to be explored, is formulated. It consists of a first exploratory stage, performed mainly with the classification and