James C (Bud) Mars was a pioneering aviator who lived until 1944. No one seems to know Mrs Mars' first name. He made demonstration flights in Asia in 1911.
The photo comes from the Library of Congress' wonderful American Memory site (http://memory.loc.gov/). n057651, Chicago Daily News negatives collection, Chicago Historical Society.