Another viable option is to replace the entire regulator with a LM7818 or LM317. It doesn't seem to be very high current, so a basic TO-220 regulator should handle it. The performance might be even better.
I like the symmetric design of this power supply, with the negative supply set up to null out the positive supply's voltage, instead of having its own reference and adjustment.