Overbooking is a strategy of extra ticket reservation, which needs precise models concerning the probability of ticket acquisition. Without such models a company will have losses related to unused seats or compensation for the absence of these seats. In the paper we consider several models for such a forecast and demonstrate their functionality on real data of one Peruvian railway company. The ...