I did the same question to myself time ago. If you plan to install other scripts interacting together, like a forum, and/or need some scripts done by yourself, you should use joomla, the powerful solution. Otherwise, if you want something less complex and quick, use wordpress, is not just for blogs.
I use wordpress, because it's more easy to administrate.
Just my two cents