Just run:
sh ./ubuntu14.04-emacs-24.4-install.sh
This will install ncurses which is dependency of emacs24.4. It may requires another dependencies depending on your environment. Note that configure options in emacs installation are for disabling GUI features.
Thanks, it still works for me in Ubuntu 14.04.5 LTS