Number one cause of random re-booting is heat due to clogged cooling
on CPU's / Graphics Cards / PSU's and this is common to any OS, so
first thing to do is open up the system and check for fluff and dust
clogging the insides.

PS - if you have a graphics card with fan the fan is underneath and
not always easy to spot. One that's often missed