software recommendation - How do I run an application once installed?

I have just downloaded three programs, including Audacity from the Software Center, and, while they are listed in my 'downloads' folder, I don't see how to open and run them. When I write click "open", all I get is read-only files like ".exe." The Software Center also says "installed".
No icon has appeared for Audacity. Suggestions?
thanks.