Thanks for the responds. Used to have this issue when I was using win 7 ultimate but I used this same thread to resolve it.
This current issue is different. The machine just restarts itself randomly especially when you issue a a command whether in windows or bios. I am not using windows 8 but still just restarts itself.
I have tried dust cleaning, opened the case just in case it is heat or ventillation issue.