All that can presently (July 2015) be gleaned about by internet searching is that Margery Dennis is the one-off composer of The Hurdler (1904) published by The Tolbert R. Ingram Music Co., Denver, Colorado, USA.
Surfers are welcome to contribute information about this composer.