Simple fix, turn off automatic updates. Thats what I did and I've been happy ever since.
I shouldn't be bothered by manually configuring Windows policies, to keep my PC from restarting on it own.
The last time I checked Group Policy Editor was not available to Home Premium users. Has this changed or is Home Premium users still not able to use the Group Policy Editor?