We investigate mechanism design when the players do not exactly know their types, but have instead only partial information about them.

We provide an optimal probabilistic mechanism for maximizing social welfare in single-good auctions when each player does not know his true valuation for the good, but only a set of valuations that is guaranteed to include ...