The original article which this one refers to is quite an interesting read as well:
"Twelve Ways to Fool the Masses When Giving Performance Results on Parallel Computers, D. H. Bailey, 1991" http://crd-legacy.lbl.gov/~dhbailey/dhbpapers/twelve-ways.pd...