They can be installed either way, the critical thing is having the voltage right. All in parallel on about 3.5-3.7(iirc) volt or series of 3-4 on 12 volt so that each sees the correct voltage.
The reason for putting them in series is that it helps limit the current if you get the voltage too high so you don't blow them.