Abstract: Based on the polynomial option pricing model, a multi-stage nonparametric real option model for venture capital evaluation is established by introducing the minimum relative entropy theory. Empirical analysis shows that the model can effectively reduce the subjective impact since it helps us to draw the conclusion in light of the information collection of risk project rather than parameter hypothesis, which is a standard way for most of the pricing models proposed in the past.