Yes, it needs a complete circuit, but "ground" is the irrelevant part, as Dave says. "Ground" and "Earth" really mean the soil of this planet, or the Earth pin of an AC mains outlet, which is (supposed to be) connected to the soil via an earth stake.
The words "Ground" and "Earth" are also used...