Yeah you choose which to go with when you reach combat, and once you choose you must stick with that choice for the duration of the combat but if you disengage and start another combat, you can choose again.
Basically, the halberd will give you higher strength, but if you use a shield it is combined with a hand weapon so you get a much better armour save. Really depends on the situation as to which is better.