Privatizing my game?

Since the new Xbox update i can't figure out how to change my game to invite only and im annoyed that people just keep joining my games, friends or not. Sorry if this is a dumb question lol but can someone help me? It used to be on the Roster tab but now that just snaps me to a party. Is it hidden somewhere else now? Is it on my home page?