Different kinds of visualization techniques include component planes for studing different vector components and correlations between them, u-matrix for observing the cluster structure of the map, Sammon's mapping for studing the shape of the map in the input space and data histograms and trajectories for data set visualization purposes. The techniques were detailed in section 2.6.