Ubuntu font package fonts-ukij-uyghur
You can install these fonts by opening a terminal and executing sudo apt-get install "fonts-ukij-uyghur"
See also: installing software on Ubuntu, installing software on debian, and general fonts-ukij-uyghur package information.