Fuzzy information retrieval system (FIRS) [4] has been designed and implemented, but the definition of fuzzy data is defined by the builder. We combine the risk preference concept on decision making under uncertainty with FIRS and revise the expression of fuzzy data and the pre-fetch procedure in FIRS, in order that the user could get proper information from the original fuzzy data base according to his risk preference.