To plot, or not to plot

So I've been reading a lot about story construction. It appears to me that either you plot out your novel, or you don't. Some authors just start writing and see where the story takes them and others tightly structure every major twist and turn. So now I ask you: What works best for you? Do you plot, or not? Do you keep tabs on your story in your head or do you draft an outline?