The title comes from the 1937 song "My Funny Valentine" from the Richard Rodgers and Lorenz Hart musical "Babes in Arms". Recorded by many singers, it became a jazz standard in the mid-twentieth century.
The name of the taxi driver, Emmett Brown, is an homage to the famous time traveler, Dr. Emmett Brown (Back to the Future).