Modifying rel canonical URL, not sure what to change

Hi there,

I’d like to change the base URL of my website. Right now, the site is at: blog.example.com, but I’d like the rel=canonical to be example.com/blog.

How would I adjust these settings? Through class-frontend.php?

Thanks.

http://wordpress.org/extend/plugins/wordpress-seo/