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It is necessary for the Intelligent Decision Support System to automatic select models, but there is less available strategy. The knowledge-based automatic model selection strategy is proposed in the paper. The model is represented by knowledge frame and the reasoning trees are established according with the fact base and knowledge base, and then the model selection scheme is provided by integrating the experience and expert knowledge. The experiment shows that the strategy has high hit rate.