The application of generating fuzzy rule with word computing in genetic fuzzy classification system is discussed,and a new method to design genetic fuzzy classification system is proposed. The new algorithm imports four operators in the mutation operation to adjust shape of the membership function of fuzzy partition in order to expand the algorithm's search space. Experiment shows that the new system has better correct classification rate while retaining its interpretability.
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