 In 1941, Miller married Imogene Raymond (1917–1996), the daughter of William Everett Raymond and Maria Louise Cook.During World War II, when Miller discovered he was too old to fly in the U.S. Air Force, he instead joined the Royal Canadian Air Force, rising to the rank of captain.He taught tactical aviation and salvaged damaged aircraft, some of which he would go on to purchase himself and later sell.