In this study, we use the stochastic frontier model to measure the efficient offer prices of IPOs so that we can distinguish the ”true” underpricing from irrational investment behavior inside the initial return of IPOs. We find that noise-trading factors raise the initial return of IPOs and that there is a positive relationship between irrational investment behavior and overreaction of investors. The underpricing of IPO is another source that causes the overreaction phenomenon. Furthermore, the irrational investment behavior causes IPO performance to revert in the long run.