This article theoretically provides the ensemble average and the ensemble variance of membrane potential of an integrate-and-fire neuron, when the neuron receives random spikes from the other neurons. The model assumes that EPSPs rise and fall continuously. Our theoretical result shows good agreement with a numerical simulation.