Summary: The rough set theory is characterized by the matrix. According to the fuzzy information systems and fuzzy decision system, the relative concepts of fuzzy rough sets and rough fuzzy sets such as, upper (lower) approximation operator etc. are defined by fuzzy matrix, and the attribute reduction algorithms on them are given. Moreover, the feasibility of the algorithm is verified by UCI sets.