Random multiplicative functions were first introduced by Wintner as a probabilistic model for the Mobius function and have attracted quite a lot of attention in number theory and probability. In this report, we will introduce the development and recent research of the random multiplicative function theory, and briefly describe the probabilistic methods behind it. Finally, we will present the reporter's contribution in this direction.