In the boot IMO

Pro's:-

Cooler air and plenty of ventilation
Won't get damaged by someone spilling there drink in the back seat or kicked
Easier to adjust tune in the future

Cons:-
Installation is only a little bit harder for lazy installers
More money on install & Cabling cost
Easier to steal then underseat install