I haven't heard of a way to install what's on a Live usb flash drive and get the installation working through the terminal.
Maybe consider Ubuntu 16.04 instead.
Xubuntu 16.04 (based on Ubuntu) has been very stable for me:-
16.04 is supported until 2018.
https://www.ubuntu.com/info/release-end-of-life