I know this works with other birds, a friend used it exclusively to keep them for decorating his nearby deck. He placed them in some shrubs in front of the deck.
Another thing I've heard is to tape a mocking bird on a recorder and play it when one sounds off. They are supposedly territorial and the recording will drive the others away.