Remove fields from “Edit Profile” Page

I’d like to remove some fields from the edit profile page. I’m not sure if this is possible using any of the hooks or filters available in the plugin API. Can I do this without editing core WordPress files? I’d rather not have to rewrite the changes every time I update to a new version.