All that can presently (December 2015) be gleaned about by internet searching is that Warren Edwards is the one-off composer of Peek-A-Boo Rag (1905) published by Newton Publishing Co., Chicago, Illinois, USA.
Surfers are welcome to contribute information about this composer.