How do I delete / remove an iPhone app that is stuck installing?

Sometimes iPhone applications get stuck waiting or loading when installing. These apps might be frozen with a blank icon and no way to remove them for days. Holding down on the home screen to delete the stuck app won’t even show the black circle with an “x” that appears on other icons. Here are instructions on how to delete these waiting applications: