Dimension reduction methods in graph drawing problem

Graph is a standard data structures mainly used to impose relations in a connected network of objects. Graphs are drawn mostly in ℝ
²
space with vertices as points and edges as straight lines connecting vertices. Methods for reduction of dimension are intended for projecting high-dimensional data to a new representation in low-dimensional space. Objective of this work is to use selected dimension reduction methods as a main step in construction of a graph drawing. Graph drawings by selected methods are compared to each other and also to the classical approach presented by Kamada and Kawai.