To increase the swap size fire the following commands. First, to create 4,000 MB of swap space:
$ sudo dd if=/dev/zero of=/swapspace bs=1M count=4000
OR
$ sudo fallocate -l 4000M /swapspace
Next turn it into a usable swap file:
$ sudo mkswap /swapspace
Activate it:
$ sudo swapon /swapspace
Confirm active swap spaces:
$ cat /proc/swaps
Next, add the following line to /etc/fstab to activate the new swap at boot:
/swapspace none swap defaults 0 0
See also this wiki page: https://help.ubuntu.com/community/SwapFaq
You can check the alternative ways of doing the same thing here.