First of all you'd have to define fast. And second, yes, ezpublish works best on a dedicated machine (that is true of any CMS).
But even on shared host, performance is acceptable GIVEN you use some PHP accelerator. Without, well, it's huge and the load on the server to parse PHP all the time is significant.
