In this survey we have chosen to present eight multivariate data visualization techniques. We describe each technique by specifying a number of interactions and the most important contributions which were brought to them. Our motivation for this work is to collect the most important techniques of multi-dimensional visualization. Also this work is considered as a first step of our astrophysical data visualization project.