'Regression to the mean' would be buying a stock that is currently cheap because of mistakes last quarter yet still has good fundamentals. So we'd expect it to recover based on those fundamentals. It's what a lot of people do already.
Dogs of the Dow would be based on this general premise would it not?
Yes and no - AIUI they're "dogs" based on having limited future growth potential rather than having had a bad quarter.