This paper gives an overview of evolutionary computation visualization and describes the application of visualization to some
well known multidimensional problems. Self-Organizing Maps (SOM) are used for multidimensional scaling and projection. We
show how different ways of training the SOM make it more or less adequate for the visualization task.