That's odd - I always thought that 'regret minimisation' meant taking risks and NOT taking the safe option which you might later regret.

If you take a risk and it doesn't work out, you can still have no regrets because (a) it was the right thing to with the available information at the time; (b) you learnt something valuable from the experience.