Various special linear structures connected with covariance matrices a
re reviewed and graphical methods for their representation introduced,
involving in particular two different kinds of edge between the nodes
representing the component variables. The distinction between decompo
sable and nondecomposable structures is emphasized. Empirical examples
are described for the main possibilities with four component variable
s.