attributes are represented by circles.
For example, a product is described by
its type, by the category to which it belongs, by its brand, and by the
department in which it is sold.
Then product, type, category, brand, and department will be dimensional attributes.
The relationships among the dimensional attributes are expressed by hierarchies.