Besides the fact that making them a different shape, why was the octagonal shape picked? A pentagon would have had the same effect. In other words, the question might be: What is the history of the stop sign?
Here is a site for that. They wanted something distinct.
Man the guy that made that website should be smacked around some. The only thing missing was binking text.