Based on or subject to individual discretion or preference or sometimes impulse or caprice.

An arbitrary decision.
The arbitrary rule of a dictator.
An arbitrary penalty.
Of arbitrary size and shape.
An arbitrary choice.
Arbitrary division of the group into halves.
arbitrary