It depends largely on the hive and the individual.  Because they are the only changelings that can produce eggs, Queens are unlikely to settle upon a single mate, and instead will take many in order to keep the genetic makeup of the hive somewhat varied to protect from certain diseases and ailments.
Should a changeling Queen like an individual, however then she may seek that individual out over others.