All that can presently (January 2016) be gleaned about by internet searching is that Charles E. Rice is the one-off composer of
Belles of Dixie (1905) published by
Jerome H. Remick & Co., New York & Detroit, USA.
Surfers are welcome to contribute information about this composer.