Acc'g. to About.com (no shudder),
The word "sneaker" was coined by Henry Nelson McKinney, an advertising agent for N. W. Ayer & Son, because the rubber sole made the shoe stealthy or quiet, all other shoes, with the exception of moccasins, made noise when you walked.
http://inventors.about.com/library/inventors/blshoe.htm