Muscovy duck?

I saw three of these birds on the Ohio River bank at Huntington WV a couple of week ago. From their behavior, I'm guessing there were two males and one female.

I'm no bird expert, but these look like Muscovy ducks to me. If I'm wrong, please fill me in.