Large datasets are increasingly widespread in many disciplines. The exponential growth of data requires the development more analysis methods order to process information efficiently. In better visualize data, such as Principal Component Analysis (PCA) and MultiDimensional Scaling (MDS) allow extract a low-dimensional structure from high-dimensional set. proposed approach, called Topological (T...