All bourbons are a type of whiskey, but not all whiskey is bourbon. So, in theory, bourbon ice cream can also be called whiskey ice cream. But, if a whiskey like Jack Daniels, which is not a bourbon, is used in the recipe, it would have to be called whiskey ice cream.