Born as Florence Angeline Houghton in Cambridge, Massachusetts, the daughter of Julia Maria "née" Rowell (1841-1871) and Henry Houghton (1832-1896), from West Gardiner, Maine who worked as a cooper, she was taught by Edna Hall in Boston and Amelia Lehmann in London.