The next generation telecommunication networks guaranteed with a touchy development and an explosive growth in data traffic for mobile real-time applications like VoIP. The small cells in HetNet improve the capacity of networks in terms of coverage and data rate, however, it confronting an increasing delay due to handoffs into highly deployed femtocells. This paper presents a hybrid model to be applied in order to predict the movement of the Mobile Stations (MSs), considering the different behavior patterns of the MSs. The model should uplift the accuracy of handover prediction, and decrease the delay ,result in a seamless handover process.