After moving to Beirut, Bairamian met Sylvia Vertanessian, the daughter of Haroutioun and Arsenouhie Vertanessian, survivors of the 1922 Burning of Smyrna. They were married in 1943 and had four children: Keghanoush, Haroutioun, Tsovinar, and Avedik.