This song was written by Al Jolson, Billy Rose, and Dave Dreyer and first recorded in 1928. It has since been covered by many others including Patti Page, Billie Holiday and Bing Crosby. And now it is part of the Al Jolson Project with Larry DeAngelo and Friends.