How do I uninstall an iPhone AppStore application?

Those of you who had previously jailbroken their iPhone and used either Installer or Cydia to install unofficial third party applications may have found no clear answer when wondering how to uninstall applications purchased or installed using Apple’s new iPhone AppStore.