I think of the private press as something run by an artist or artist's collective putting out only their music and generally not connected to a large distribution service (the exception being NMDS and North Country in the US -- not sure elsewhere) and releasing titles in relatively small quantities, say 1,000 or fewer.
Lloyd McNeil's records were privately pressed, yes.