Choosing a higher base resolution won’t impact performance if you use the 2d stretch mode, but it will if you use the viewport stretch mode. See Multiple resolutions in the documentation for more information.
The link you gave is dead – any updated link would be appreciated, as I’m interested in this topic and would like to learn more.