Change kernel parameters in Grub2
sudo gedit /etc/default/grub
add the kernel parameter to the GRUB_CMDLINE_LINUX_DEFAULT="quiet splash" line, between the quotations.
then run in a terminal:
sudo update-grub
e.g. for running ubuntu 12.04 on old hardware add
acpi=off